{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "is_executing": true
    }
   },
   "source": [
    "# 导入必要的库\n",
    "import os\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ],
   "outputs": [],
   "execution_count": null
  },
  {
   "cell_type": "code",
   "id": "88de085444951b4a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-21T10:55:46.714917Z",
     "start_time": "2024-10-21T10:55:46.016177Z"
    }
   },
   "source": [
    "# 检查数据集是否存在\n",
    "def check_data(path: str):\n",
    "    if not os.path.exists(path):\n",
    "        print(\"路径不存在\")\n",
    "    else:\n",
    "        print(\"路径存在\")\n",
    "data_path=\"weatherHistory.csv\"\n",
    "check_data(data_path)\n",
    "\n",
    "# 加载数据集\n",
    "df=pd.read_csv(data_path)\n",
    "df['Formatted Date'] = df['Formatted Date'].str[:-6]#  去掉后五个字符\n",
    "df['Formatted Date'] = pd.to_datetime(df['Formatted Date'], format='%Y-%m-%d %H:%M:%S.%f', errors='coerce')# 将 'Formatted Date' 列转换为日期时间类型\n",
    "df[\"Summary\"]=df[\"Summary\"].astype(\"category\")\n",
    "df[\"Precip Type\"]=df[\"Precip Type\"].astype(\"category\")\n",
    "df[\"Daily Summary\"]=df[\"Daily Summary\"].astype(\"category\")\n",
    "print(df.dtypes)\n",
    "df.head()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "路径存在\n",
      "Formatted Date              datetime64[ns]\n",
      "Summary                           category\n",
      "Precip Type                       category\n",
      "Temperature (C)                    float64\n",
      "Apparent Temperature (C)           float64\n",
      "Humidity                           float64\n",
      "Wind Speed (km/h)                  float64\n",
      "Wind Bearing (degrees)             float64\n",
      "Visibility (km)                    float64\n",
      "Pressure (millibars)               float64\n",
      "Daily Summary                     category\n",
      "dtype: object\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "  Formatted Date        Summary Precip Type  Temperature (C)  \\\n",
       "0            NaT  Partly Cloudy        rain         0.577778   \n",
       "1            NaT  Mostly Cloudy        rain         1.161111   \n",
       "2            NaT  Mostly Cloudy        rain         1.666667   \n",
       "3            NaT       Overcast        rain         1.711111   \n",
       "4            NaT  Mostly Cloudy        rain         1.183333   \n",
       "\n",
       "   Apparent Temperature (C)  Humidity  Wind Speed (km/h)  \\\n",
       "0                 -4.050000      0.89            17.1143   \n",
       "1                 -3.238889      0.85            16.6152   \n",
       "2                 -3.155556      0.82            20.2538   \n",
       "3                 -2.194444      0.82            14.4900   \n",
       "4                 -2.744444      0.86            13.9426   \n",
       "\n",
       "   Wind Bearing (degrees)  Visibility (km)  Pressure (millibars)  \\\n",
       "0                   140.0           9.9820               1016.66   \n",
       "1                   139.0           9.9015               1016.15   \n",
       "2                   140.0           9.9015               1015.87   \n",
       "3                   140.0           9.9015               1015.56   \n",
       "4                   134.0           9.9015               1014.98   \n",
       "\n",
       "                       Daily Summary  \n",
       "0  Mostly cloudy throughout the day.  \n",
       "1  Mostly cloudy throughout the day.  \n",
       "2  Mostly cloudy throughout the day.  \n",
       "3  Mostly cloudy throughout the day.  \n",
       "4  Mostly cloudy throughout the day.  "
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Formatted Date</th>\n",
       "      <th>Summary</th>\n",
       "      <th>Precip Type</th>\n",
       "      <th>Temperature (C)</th>\n",
       "      <th>Apparent Temperature (C)</th>\n",
       "      <th>Humidity</th>\n",
       "      <th>Wind Speed (km/h)</th>\n",
       "      <th>Wind Bearing (degrees)</th>\n",
       "      <th>Visibility (km)</th>\n",
       "      <th>Pressure (millibars)</th>\n",
       "      <th>Daily Summary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaT</td>\n",
       "      <td>Partly Cloudy</td>\n",
       "      <td>rain</td>\n",
       "      <td>0.577778</td>\n",
       "      <td>-4.050000</td>\n",
       "      <td>0.89</td>\n",
       "      <td>17.1143</td>\n",
       "      <td>140.0</td>\n",
       "      <td>9.9820</td>\n",
       "      <td>1016.66</td>\n",
       "      <td>Mostly cloudy throughout the day.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaT</td>\n",
       "      <td>Mostly Cloudy</td>\n",
       "      <td>rain</td>\n",
       "      <td>1.161111</td>\n",
       "      <td>-3.238889</td>\n",
       "      <td>0.85</td>\n",
       "      <td>16.6152</td>\n",
       "      <td>139.0</td>\n",
       "      <td>9.9015</td>\n",
       "      <td>1016.15</td>\n",
       "      <td>Mostly cloudy throughout the day.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaT</td>\n",
       "      <td>Mostly Cloudy</td>\n",
       "      <td>rain</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>-3.155556</td>\n",
       "      <td>0.82</td>\n",
       "      <td>20.2538</td>\n",
       "      <td>140.0</td>\n",
       "      <td>9.9015</td>\n",
       "      <td>1015.87</td>\n",
       "      <td>Mostly cloudy throughout the day.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaT</td>\n",
       "      <td>Overcast</td>\n",
       "      <td>rain</td>\n",
       "      <td>1.711111</td>\n",
       "      <td>-2.194444</td>\n",
       "      <td>0.82</td>\n",
       "      <td>14.4900</td>\n",
       "      <td>140.0</td>\n",
       "      <td>9.9015</td>\n",
       "      <td>1015.56</td>\n",
       "      <td>Mostly cloudy throughout the day.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaT</td>\n",
       "      <td>Mostly Cloudy</td>\n",
       "      <td>rain</td>\n",
       "      <td>1.183333</td>\n",
       "      <td>-2.744444</td>\n",
       "      <td>0.86</td>\n",
       "      <td>13.9426</td>\n",
       "      <td>134.0</td>\n",
       "      <td>9.9015</td>\n",
       "      <td>1014.98</td>\n",
       "      <td>Mostly cloudy throughout the day.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 80
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-21T10:56:17.462822Z",
     "start_time": "2024-10-21T10:56:12.119974Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\"\"\"画图\"\"\"\n",
    "plt.rcParams['font.family'] = [\"Times New Roman\", 'SimSun']\n",
    "fig, axs = plt.subplots(1, 5, figsize=(15, 5))\n",
    "\n",
    "# 箱线图\n",
    "# 绘制第一个箱线图并添加统计值标签\n",
    "sns.boxplot(y=df['Temperature (C)'], ax=axs[0],color='skyblue')\n",
    "axs[0].set_title('温度箱线图')\n",
    "# 绘制第二个箱线图并添加统计值标签\n",
    "sns.boxplot(y=df['Humidity'], ax=axs[1],color='lightgreen')\n",
    "axs[1].set_title('湿度箱线图')\n",
    "# 绘制第三个箱线图并添加统计值标签\n",
    "sns.boxplot(y=df['Wind Speed (km/h)'], ax=axs[2],color='lightcoral')\n",
    "axs[2].set_title('风速箱线图')\n",
    "# 绘制第四个箱线图并添加统计值标签\n",
    "sns.boxplot(y=df['Wind Bearing (degrees)'], ax=axs[3],color='lightpink')\n",
    "axs[3].set_title('风向箱线图')\n",
    "# 绘制第五个箱线图并添加统计值标签\n",
    "sns.boxplot(y=df['Visibility (km)'], ax=axs[4],color='lightyellow')\n",
    "axs[4].set_title('能见度箱线图')\n",
    "# 调整布局\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "    \n",
    "# 天气数量分布图-柱状图\n",
    "df_weather_row_count, df_weather_column_count=df.shape\n",
    "print('Total number of rows:', df_weather_row_count) # 行数\n",
    "print('Total number of columns:', df_weather_column_count) # 列数\n",
    "print (\"Unique values are:\\n\",df.nunique()) # 查看每列的唯一值\n",
    "Summary_Weather=df[\"Summary\"].value_counts().reset_index() # 查看天气类型的分布\n",
    "Summary_Weather.columns=[\"Weather Type\",\"Count\"] # 重命名列名\n",
    "# Summary_Weather # 显示天气类型的分布\n",
    "# 绘制柱状图，从高到低排序，标记数字\n",
    "plt.figure(figsize=(30,10))\n",
    "sns.barplot(x=\"Weather Type\",y=\"Count\",data=Summary_Weather,order=Summary_Weather[\"Weather Type\"],palette=\"viridis\") # order=Summary_Weather[\"Weather Type\"]按照天气类型排序\n",
    "plt.xticks(rotation=60)\n",
    "plt.title('天气数量分布图')\n",
    "plt.show()\n",
    "\n",
    "# 每天的天气类型分布图-饼图\n",
    "Daily_Summary_Weather=df[\"Daily Summary\"].value_counts().reset_index() # 查看每天的天气类型分布\n",
    "Daily_Summary_Weather.columns=[\"Daily Weather Type\",\"Count\"] # 重命名列名\n",
    "# Daily_Summary_Weather # 显示每天的天气类型分布\n",
    "# 绘制饼图,只取前10个，别的划分为其余，带箭头\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.pie(Daily_Summary_Weather[\"Count\"][:10],labels=Daily_Summary_Weather[\"Daily Weather Type\"][:10],autopct='%1.1f%%',startangle=140)\n",
    "plt.title('每天的天气类型分布图')\n",
    "plt.show()\n",
    "\n",
    "# 直方图\n",
    "print(df.columns)\n",
    "# 创建子图\n",
    "fig,axes = plt.subplots(1, 3, figsize=(15, 5))\n",
    "# 绘制直方图和 KDE,kde是核密度估计\n",
    "sns.histplot(data=df, x='Temperature (C)', kde=True, bins=50, ax=axes[0])  # bins\n",
    "axes[0].set_title('温度直方图') \n",
    "axes[0].set_xlabel('age')\n",
    "axes[0].set_ylabel('prob')\n",
    "# 按地区绘制 KDE\n",
    "sns.kdeplot(data=df, x='Temperature (C)', common_norm=False, ax=axes[1])\n",
    "axes[1].set_title('温度KDE')\n",
    "axes[1].set_xlabel('temp')\n",
    "axes[1].set_ylabel('prob')\n",
    "# 按作物类型绘制 KDE\n",
    "sns.kdeplot(data=df, x='Humidity',  common_norm=False, ax=axes[2])\n",
    "axes[2].set_title('湿度KDE')\n",
    "axes[2].set_xlabel('Humidity')\n",
    "axes[2].set_ylabel('prob')\n",
    "# 显示图形\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Correlation heatmap \n",
    "numeric_df = df.select_dtypes(include=[np.number])\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(numeric_df.corr(), annot=True, fmt='.2f', cmap='coolwarm')\n",
    "# 设置横坐标倾斜\n",
    "plt.xticks(rotation=45)\n",
    "plt.title('热力图')\n",
    "plt.show()"
   ],
   "id": "feae45995b08ce3",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x500 with 5 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of rows: 96429\n",
      "Total number of columns: 11\n",
      "Unique values are:\n",
      " Formatted Date                 0\n",
      "Summary                       27\n",
      "Precip Type                    2\n",
      "Temperature (C)             7574\n",
      "Apparent Temperature (C)    8984\n",
      "Humidity                      90\n",
      "Wind Speed (km/h)           2484\n",
      "Wind Bearing (degrees)       360\n",
      "Visibility (km)              949\n",
      "Pressure (millibars)        4979\n",
      "Daily Summary                214\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 3000x1000 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ],
      "image/png": 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OnTtnGm9SUhJHjx5l69atabaHh4dnuDT848ePcXR0VHv7ZJRgy67UFUDe3t4cO3aMwMBAypUrx0cfffTc4wohhBDi2UgiRwghhMiHkpKSOHnyJBcvXmTbtm1pto8aNQpIbvQbERHB0KFDMRqN/PDDD1SqVEk9NjExkf/9739Mnz4dJycndbtGo+G7776jT58+fPbZZ/Tt2zfdVKaMEgaZJREiIyMpVKhQpteyePFi6tevz4cffphm+/Dhw+nbty9+fn5Mnjw528tnp1ahQgUePHigVgWdOHFCXdEps1h69+6NhYUFPXv25LvvvmPMmDFplnR/kpWVFWvXrsXCwkLdtnHjRoKDg9UKluzatGkTbdq0SXe/AgMD1Qqn1EqUKEGJEiXU109+BinJNUVR0Gg0aXr3ZMXJyYkBAwbg7+/Pxo0b+fnnn5k7dy7NmjV7pusRQgghxLOTRI4QQgiRD2m1WlauXEnp0qUz7RezatUqwsPDGTt2bLp90dHRzJ49m+HDh+Ps7Jxuf9myZfntt98YNmwY27dvp2/fvjRv3pxixYoByQmDJ5sdDx48WH2/p6cnAG+99RaXL1/OsK+LoigsXbqUt956i7Zt26bbb2Fhwe+//86QIUNo1aoVffr0oXXr1rz11lvZuEP/jfHBBx/g4uLCZ599xrVr1zJN5GzYsAEPDw/++OMPIHkFp6+++oqxY8fSokULunfvnmaVrSfPkx379u2jTp06GSZlLl68yOXLl5k9e3aa7SEhIQQFBWWrufCTy8qnJHLi4uJYtWoVW7duVafQpZaYmEhQUFCm0+lsbW356quvePfddwHw8fFh6NChT41HCCGEEM9OEjlCCCFEPpW6iiZFQkICLi4uhISEcOLECcaPH5/uGDc3N65cucLo0aOzbFr7zjvvsHXrVqZMmcK1a9eoX7++msgxGAzMnj1bTaosW7YsTcWMvb0927dvp2fPnkRHR/P777+nGdvX15djx47RsmVL3n777UxjKFq0KOvXr+eXX37hzJkzNGzYMOubkoGxY8fSs2dPPD09iYiISLf/5s2brFixgnLlyvH777+nWWHLycmJlStXMnXqVJo0aUKVKlV4//33+eKLLzAzM+Prr78mMDAw3ZgpU6suXLigbktKSuLy5ctUrVqVP//8M82qWHv27OHx48f88ssv6tS4o0ePsm3bNm7fvk337t0zXF79SRYWFvz444/qa4PBQFJSEgUKFGDEiBE4OztTs2bNdO9LTEykePHi6upWTzN//vxsHSeEEEKIZ6dRUk9YF0IIIcRrYenSpSQkJDBq1Kg0FTuhoaHo9fo003GyI2VqToobN26k6c8TGxubYR+cf/75BysrK+rWratuS0pKwtPTM8NKoGeJ4Vn4+/uzYMEC3N3d2bFjB3q9HldXV/z9/bG1taV58+ZP7eNz/fp1Tp48yZdffqne08DAQCwsLChSpMhzxaUoCnv27KFGjRrqSlip3b17l3/++YeBAwemW8I9O65fv868efOeupJVfHw8np6eVK1aNVvjhoSEqEk9IYQQQuQsSeQIIYQQQrym4uPj0Wq1z5UEEkIIIYRpSCJHCCGEEEIIIYQQIo/IuPuhEEIIIYQQQgghhMh1JJEjhBBCCCGEEEIIkUdIIkcIIYQQQgghhBAij5BEjhBCCCGEEEIIIUQeIYkcIYQQQgghhBBCiDxCEjlCCCGEEEIIIYQQeYQkcoQQQgghhBBCCCHyCEnkCCGEEEIIIYQQQuQRksgRQgghhBBCCCGEyCMkkSOEEEIIIYQQQgiRR0giRwghhBBCCCGEECKPkESOEEIIIYQQQgghRB4hiRwhhBBCCCGEEEKIPEISOUIIIYQQQgghhBB5hCRyhBBCCCGEEEIIIfIISeQIIYQQQgghhBBC5BGSyBFCCCGEEEIIIYTIIySRI4QQQgghhBBCCJFHSCJHCCGEEEIIIYQQIo+QRI4QQgghhBBCCCFEHiGJHCGEEEIIIYQQQog8QhI5QgghhBBCCCGEEHmEJHKEEEIIIYQQQggh8ghJ5AghhBBCCCGEEELkEZLIEUIIIYQQQgghhMgjJJEjhBBCCCGEEEIIkUdIIkcIIYQQQgghhBAij5BEjhBCCCGEEEIIIUQeIYkcIYQQQgghhBBCiDxCEjlCCCGEEEIIIYQQeYQkcoQQQgghhBBCCCHyCEnkCCGEEEIIIYQQQuQRksgRQgghhBBCCCGEyCMkkSOEEEIIIYQQQgiRR0giRwghhBBCCCGEECKPkESOEEIIIYQQQgghRB4hiRwhhBBCCCGEEEKIPEISOUIIIYQQQgghhBB5hCRyhBBCCCGEEEIIIfIISeQIIYQQQgghhBBC5BGSyBFCCCGEEEIIIYTIIySRI4QQQgghhBBCCJFHSCJHCCGEEEIIIYQQIo+QRI4QQgghhBBCCCFEHiGJHCGEEEIIIYQQQog8QhI5QgghhBBCCCGEEHmEJHKEEEIIIYQQQggh8ghJ5AghhMi1Ll68yKBBg9i5c2eOjJeYmMi6deto2rRpjoyX4saNGwwZMiTH4nwew4YNY9++fQD8/fffdO/enfPnzz/zONOnT2f58uVZHpOUlMTmzZtp1qzZc8UqhBBCCCGenyRyhBBCZIurqyutW7fm3XffJSwsLMNjBg4cyHvvvcfevXsxGAwvfM5KlSrh7++PoigvPBaAubk5FStWxN/fP0fGS2FnZ8eDBw9yLM7n0bt3b2rWrAlAzZo1uX///nON0759e5o0aZLlMUajkcKFC+Pn5/dc5xBCCCGEEM9PEjlCCCGypUGDBrRq1QpFUdiyZUu6/ffv3+fKlSs4OzvToUMHzM3Nn+s8f//9Nz4+PgDY2tpSrFixF4o7NTMzM8qUKZNj46UoVaoUjo6OOT5uVlLfJ4AmTZpQqlQpAIoWLUqhQoWea9zatWvz9ttvZ3mMhYUFVatWzfIYFxeX5zq/EEIIIYTImiRyhBBCZJtWq6V9+/Zs3LiRpKSkNPs2bdpEq1at0Gq1zz1+QEAA33//fZptGo3mucfLSE6Pl8LM7NX9k5rRfXrSy7rO7Izv6urK+vXrX+r5hRBCCCFeV5LIEUII8Ux69uxJcHAwR44cUbfFxMQQFRVFiRIl0hyr1+uZP38+CxcuZOjQoWl6r7i6urJ8+XK+//57GjVqBMDevXvx9/dn+fLlHDt2LM1YAQEBdO3alTp16nDr1i0A7ty5Q7NmzXB3d08X5+PHj5kzZw4LFiygd+/ePHz4MMPriYyMZObMmSxYsICBAweya9cuANzc3GjVqhW//vorAIcPH6ZatWpq3xmj0cjcuXOZP38+kydPxtfXF4ArV65Qr149evbsSWBgIAB//vknffv2JSIiQj2vwWDgzz//xNnZGR8fH0JDQ5k2bRrNmzcH4OjRo3Tp0oVDhw7x+eefU7t2bQ4fPpzhfTpz5gz9+vXLVo+erMa9fv06X375JUuWLFGP37p1Kxs3bmTixIk4OzszaNAgTp8+re53c3OjS5cuNG/eHB8fH8LCwti5cyfBwcHMmTOHe/fuPTUmIYQQQgiRfZLIEUII8UyKFStGmzZt0kyd2bVrF506dUp37IIFCyhdujRfffUVCxcuZNWqVezfvx+ApUuXMnDgQKZNm0aXLl0A+OyzzwAYMmQILVq0SDOWo6MjP/74I3Fxcer0KGtra3r16kXFihXTHGs0Ghk9ejT9+/dn9OjR2NnZsWLFigyvZ+rUqTRq1IjRo0czc+ZMpk6dyrVr16hevbracwbgo48+onjx4uprFxcXzMzMGDNmDN9++y0xMTFAcn+a4cOHYzAYcHBwAJKnIo0bN47ChQur7zc3N6dPnz7qazs7O9q2bau+btKkCT4+Ply8eJH58+fz5Zdfqtfw5H2qU6cOwcHB2erRk9W4lSpVQq/XYzQaAfD09MTFxYVevXrx/fffU6RIEVq1asUHH3ygjhcYGMi2bdsoX74827Zto2jRonTt2pXChQszfvz4p07TEq+3l9GA3MfHh//9739MmzYtx8Y0GAxs2bLFpA2+vb29ad68OXFxccTExLBkyRK6du1qsnhSpG60LoQQ4tWQRI4QQohn1rdvXy5duqRWxvz777/Uq1cvzTEpDz41atQAkpMu7dq1U/vraDQaRo4cibe3N/3798/WeStVqkTt2rXVMfbu3UvHjh3THefm5oZer1cTLz///DPffPNNuuNCQkI4fPiwGqOjoyPvv/9+hj2AUmJOsWLFCvXh09LSMk3Colu3bjx69Ag3Nzc1npRzZCX1+DqdDhsbG1q2bIm1tTWVKlUiJCQkw/dZWFhgZ2f31PGfNq5Op0vTk+ju3bvqVDkLCwvKlClDfHx8mvFatmyJmZkZVapUITg4OFsxiLznwoULdOzYkTp16jB+/Hj69+/P+PHjCQ0NfaFxX0YD8pSvYb1en2NjGgwGChYsaNIG346OjgwfPhxra2t0Oh2lS5fOtPH8q5S60boQQohXQxI5Qgghnln16tWpXr06Li4uuLq6Ur9+/XTHhIaGEhUVlaaXTpkyZQgICABg5syZxMbGpqvueZoBAwawfv169Ho9gYGBGTYZ9vPzIzExUX1dsGDBDJv/ent7YzQa08To5OSkxpiZsLAwAgMDKVCgQIb7CxQoQLdu3VizZg1eXl6ULVs2u5eXRurEjrm5eZYVN8/SEyercVPvq1GjBgEBAQQHB6PX6wkLC1Onfj1Jq9XmyEplIneqW7cuTZs2pUKFCsyZM4eVK1fi5eXFmDFjnmu8lO/5l9GA3NraWq2GyykWFhZUq1YtR8fMjtR/N1pYWKgVOBYWFummsppK6kbrQgghXg1J5AghhHgun376KX/99Rfr16/n448/Trffzs4OKyurdMtgv/XWW0Dyb7jXrl3L7NmzWbVqFa6urtk6b5MmTbC0tGT69OkZJpAAHBwc8PT0TPPb80uXLqU7rmTJkgBpYlQURY1Ro9FkmJywsbHBzMwMT0/PTOPs27cvR44c4ffff8/w/qTQaDTqVKbcplSpUowYMYKtW7eyadMmFi1ahJOTU6bHm3L5dfHypW5krtVqadasGefOnUvT+yk7du3apfZlgpfTmDuvjJmVJ+/Tk151PEIIIXIPSeQIIYTItqSkJDWx0aZNGwoVKkSZMmXUypTU1S3m5uZ0796d7du3q+93c3Ojd+/eAKxatQqAtm3b0rhxY/UYnU5HRESEmiRRFCVdxUi/fv04evQoLVu2zDDOd999l5IlSzJ27FguXrzI9u3b8fLyUsdL+b+joyPNmjVLE+Pt27fp0aMHAPb29ri5uZGQkMCRI0eIjo4mJCQEc3NzmjRpwrJly4iKiiIuLo7g4GBCQ0PV6y9VqhTNmjUjKCgoy6XJ7e3tuXTpEuHh4Rw5coTIyEji4uLU+5n62lP/+Wn36cnXqWU1bur3+fr6cvToUZo1a0bDhg0pXLiwmnTKaOyUbTqdjujoaBITE7l//z6enp6sXr0603sg8iZra2vMzMywsrIiICCAiRMnsnTpUnr16sWZM2dQFIUNGzbQunVr9u/fzwcffMCSJUs4cOAA3t7ezJkzJ13127Fjx6hWrRqff/450dHRAMyePZuvvvoqw6lSR48eZfHixYwePZrp06dnmhS9cOECP/74I7NmzWLQoEF4eXk9teE4JFftTZo0iUWLFjF79mx1+9y5c3F2dlaboUdHRzNgwADWrFmT5ry+vr4MHz6cvn37AskNxVu3bs2vv/5KZGQkixcvpkuXLpw6dYqPPvqIDh06EB4ejre3d5r75Ovry7Jly9L8XZkVRVFwcXFh8eLF9OzZkx07dhAXF8ekSZNwdnZWe5U9evSIzp07q9NAd+3axZIlS+jTpw9//PEHkNzwvFWrVpw7d44+ffpQv359Ll++DJCm0XpW1wPJyft58+axa9cuevbsSbVq1Rg1ahSPHz/O1jUJIYT4jyRyhBBCZMu///7LiRMn2LBhA76+vlhYWPDJJ5+oDXvPnz/PyZMnuXfvHvv27cNgMDBu3DiKFy/OV199xbx586hfvz7vv/8+ACdOnOCLL75g5cqVVKxYkQYNGgDw8ccfM3r0aCIjI3Fzc8Pd3Z3jx4+neeBr3bo17dq1w8LCIsNYdTodS5YsQa/X88UXX+Dh4UGnTp0wGAzs3r0bgI0bNwLw008/ERwczOTJk5k1axYDBw6kQoUKQHLV0aNHj+jQoQO2traULl2aO3fuEBMTw4wZMyhWrBjt27dnzpw52Nvb4+/vn6aPTevWrdVGzpkZPXo0M2bMYOLEidSvXx8nJyeOHz/OP//8Q1BQEIcPH8bX15djx44RFBTEP//8k+l9OnnyJMHBwZw6dYrAwED279+frloiq3E9PT25evUqFy5cwMfHBysrKx49ekSfPn3o0KEDLVu2pGXLlvj7+7Nt2zYg+SHP29ubf//9l+vXr+Pp6UmlSpUoWbIk/fv3p0iRIri7u7N3795sfJWJvCIuLo7du3fTrl07LC0tWb16NU5OTnzxxRe0bNkSFxcXNBoNTZs25cGDBwQFBTFr1ixatmxJq1atcHJyYvz48emSnC1atKBPnz5YWlpia2sLgJWVFZMnT073/X7z5k12797NiBEjmD59Olu2bOHKlSvpYg0KCmLGjBlMmDCBCRMm0LBhQ4YPH45Go8my4biiKIwePZohQ4YwatQoWrdure4bO3YsVatWVXtTpfz9MGDAgDTnLl26dJrG7e+88w7vvvsukFzZV6lSJXx8fDAYDBw4cAAzMzMOHDiAk5NTmvtUqlQpatWq9dRpnyn27NlDoUKFGDFiBN9++y3Tpk0jJCSEb7/9lsKFC6v9wxwcHGjZsiXVq1fn0qVL+Pn5MXz4cH799VcWLVrExYsXadmyJQ8fPuTGjRusWbOGdu3aqVO+Ujdaz+p6IPnviujoaDp16sTUqVNJTExkzJgxuWaKmBBC5CXapx8ihBBCJP/AnpIESTFy5Ej1z/Xq1WPPnj1p9ltbW6f5LXZqf//9d4bbf/rppzSvU5b7Tu2ff/6hc+fOWcZbqVIlduzYkWabubk5I0aMYMSIEeo2Ozs7fv/99wzHcHR0TLMM+pPLe69cuTLLGNzc3Bg7dmyWx3Tr1o1u3bqpr1NXGd28eVP98+TJk5k8ebL6Oqv71KhRozTvTa1x48ZZjnvo0CH1zydOnGDy5MlqhUJSUhInT57kxo0bjBkzJk1/lHXr1qU5T+qvldatW6d5CBZ5V1BQEGvXruXhw4e0adNGTVz06tULa2trHj9+zL1799RV3FKmLzZv3lydlpfZ12aKfv360bZtWwICAnBwcCA4ODjDqrbNmzerTdaLFCnCsWPHMjxu7969lCtXTp0a1q1bN3755RcuX75M7dq10xyberrS2bNniY6OVqdaVq9ePc1x/fv3Z/ny5fTp0wcvLy/efPPNLK/ryXOYm5tja2uLra2t2ji9YsWKGTY112g0z9T3Z/fu3bzzzjusWbMGo9FIvXr1CAwMpEyZMnTo0IGdO3dSp04dDh06pH5v7tq1CzMzM7WqqFGjRoSFhVGkSBEg+ftYp9NRqVIlNTGbutH6067n9u3bavVmyj1NSEjI9jUJIYT4jyRyhBBC5Bnbt2/HysqKc+fOPTWRYypxcXFs3ryZQoUKYWtrm2nVUF4wb948Pv30U5KSktBqtcTHx3Pr1i369etn6tCEiRQvXjzDVeaKFy/O0qVLKVeuHDVr1lT7U6UkLZ6ln0vp0qVp0qQJ69evp2HDhpn2wvLz80uTPElJGj3p4cOHaZqfFylShIIFCxIYGJhlHHfv3sXGxibT/W3btmXOnDmcOnWKa9eu0b179yzHy8iT90Wr1WY6JfJZ7qG/vz8jRozgvffeA2DQoEHqvm7dutG7d2+mTJnCgwcP6NSpk/qejh070qFDB4B01UUpsmqQntX1NGrUiKVLl6IoCl5eXlSoUEGtfhRCCPFsZGqVEEKIPGPr1q0sW7aM4cOHmzqUTEVERLBixQr+/vtvhgwZYupwXsiECRPYsWMHDRs2pFWrVkydOpVOnTpRuHBhU4cmcpnp06fzxhtv0KVLlxxJXvbv35/Nmzezd+/eTHthOTg4cOrUKfW1wWDg6tWr6Y4rVapUuqbrTzY1z6i3jq2tLd7e3pkuY67T6ejduzcrV67MsheWmZnZK1/Rzd7eniNHjqivExISuHPnDgCVK1emXLlyrFixIs2KYcWLF0/zHkDtnZMTWrZsSd26dVm7di2urq6sXbs2TQNtIYQQ2SeJHCGEEHnGpk2b2L1793Mv5/0qlChRgtOnT7N48WIsLS1NHc4Lef/999m0aRMXLlzg0KFDzJ8/P8tVq0T+lpSUlGkz4du3bxMWFkZcXByXL18mPj4eb29vdX/q96U06o6Pj8fHxydNA/IUtWrVomzZslhYWGSaGGrfvj1nz55l/vz5uLm58dNPP6mJidRNuzt37szjx4/Vlevu379PxYoVqVSpEpB5w/EmTZqg1+tZtmwZAD4+PgBp+tT07NmTK1euqFO8MlKsWDHu379PaGgobm5u3Lt3T22M/mTj8dT34Wn3KauG5u3bt2ft2rUsXryY8+fP8/PPP6dJ2nTr1o01a9akmfLYrl07Dh06xA8//MD58+eZOXMmdnZ2GTY4z6xBelbXs2/fPgAaNmxI48aN0yS3pCG6EEI8G0nkCCGEEEKILJ0/f54TJ05w7949/vrrr3RVKn379uX3339n7NixNG7cGF9fXzw8PFi/fj2Q3EMpZRWqunXrEh0dzdixY7Gzs0vXgDxFq1atsmwW3rBhQyZNmsS2bdsYP348LVq0wN7eHj8/P1xdXbl69Sp37tzB0dGRX3/9lV9++YW5c+eyYcMGFi1apI6TWcNxR0dH5s+fz44dO+jRoweXL1/mzTffTNPfy87Ojg8//DDTqqGUOKtWrUq7du24ePEiVatWJTo6Gg8PDw4ePEhQUBAnTpzA3d2dmzdvqs3GU9+nokWLqvdp+/btxMbGqu89evRounN2796dzz77jPXr1zN9+nS1YXuKDh060L59ewoWLKhu++CDD5gyZQoHDx5k4sSJ1K5dmzJlyqir+u3duxdfX1/OnDmDh4cH165dS9No3dfXN8vrcXBwYNu2bXTv3p327dvTuHFjBg8ejKIo0hBdCCGekUbJLJUvhBBCCCGEiXz33Xd8++23pg4jSzExMSxdupTx48ebOpRcb/HixfTo0UNt2pyQkMCiRYsYOnSoTNcUQohnJBNThRBCCCFErhASEsLevXsxNzdXpz7lRjdv3uTGjRvcunWLvn37mjqcXC80NJR169bRqFEjNZETEhKClZWVJHGEEOI5yNQqIYQQQgiRK/j5+bF06VLc3d2faxWoV+Xq1avMmzePatWqycpL2WBnZ8fIkSOZMGEC9erVo0OHDqxdu5bBgwebOjQhhMiTZGqVEEIIIYQQQgghRB4hFTlCCCGEEEIIIYQQeYQkcoQQQgghhBBCCCHyCEnkCCGEEEIIIYQQQuQRksgRQgghhBBCCCGEyCMkkSOEEEIIIYQQQgiRR0giRwghhBBCCCGEECKPkESOEEIIIYQQQgghRB4hiRwhhBBCCCGEEEKIPEISOUIIIYQQQgghhBB5hCRyhBDiBZ09e5aePXty/vx5k5w/Li6O5cuX07VrV5OcH2D//v20a9cOHx+fHBnvxo0bDBkyhJ07d+bIeEIIIYQQQuQXWlMHIIR4Pdy5c4d169ZRoEAB9Ho90dHRDBo0iGrVqpk6tBdWsmRJ7t27Z7LzG41GLC0tCQsLM1kMJUqUwMPDI8fGs7Oz48GDByiKkmNjCiGEEEIIkR9IRY4Q4qW7cOECX331FSNHjuR///sf33//PePGjWPcuHG4urqaOrxMubi4ZLovJCSE/fv3A1CuXDkKFy78qsJKx8bGhooVK76UsbO6B3fu3OHChQsA1KhRI0fPW6pUKRwdHXN0TCGEEEIIIfIDSeQIIV4qvV7P119/zaBBgyhZsqS6vXTp0vTv359vvvkGvV5vwggzdu/ePRYsWJDhPr1ez4QJE4iPj1e3mZmZ9q/Tl3F+V1dX1q9fn+G+6OhoJk6cqFbMvIzzm/qeCiGEEEIIkRvJT8lCiJfq9OnTPH78mPfffz/dvoYNGxIYGMipU6f4888/cXZ25vvvv8dgMBAZGcnnn3/Oli1bAHBzc2PRokWMGjWKcePGERcXx5kzZ+jfvz+rV6+mU6dOTJs2DYCjR4+yePFiRo8ezfTp0zEajQAsXLiQBQsW8NVXX/Hjjz+qcRw8eJBVq1bx9ddf06NHD/R6PTt27CA6Opo5c+Zw8eLFNHEfP34cDw8PDh48yJo1a9TtYWFhfPnll9SpU4djx46hKAobNmygdevW7N+/nw8++IBdu3ahKAp//PEHixYtYuTIkcyaNQuj0Yivry/Dhw+nb9++AFy/fp3WrVvz66+/qudYtmwZ27dvZ9iwYTg7OzN8+HBu3bql7j958iRt2rShY8eOREZGAjzX+cLCwti5cyfBwcHMmTMn3dSxAwcO4O3tzZYtW9L0sfH29qZv3740bNgQNzc3dfuuXbtYsmQJffr04Y8//sjwa8VoNDJ37lzmz5/P5MmT8fX1Vff9+++/TJkyhQULFvDJJ5/w+PFjAgIC6Nq1K3Xq1FHvwZ07d2jWrBnu7u4ZnkMIIYQQQoi8ThI5QoiXytPTEwAHB4d0+1IqdO7fv0+fPn1o1KgRdnZ2mJubU6hQISpUqECPHj2Iiopi1apVjBo1igULFuDp6cmaNWuoVasWwcHBXL16lV9++YUWLVpw8+ZNdu/ezYgRI5g+fTpbtmzhypUr3L17l7179zJ69Gi+/fZb1q1bp/aUcXFxYdCgQfzyyy80aNAACwsLPv30UwDGjx9P7dq108TdqlUrnJycaN26NQMGDFC3u7m5sWDBAoYMGcLKlSvRaDQ0bdqUBw8eEBQUxKxZs6hcuTIbNmwgNjaWUaNGsXDhQk6fPs3KlSspXbo0LVq0UMd75513ePfdd9XXp06d4tKlS3Tt2pWff/4ZjUZDr169qFKlCpBcJWNhYcHevXsxGo0cOnQI4LnOV7RoUbp27UrhwoUZP348b7/9dpp70L17dwoXLkyPHj3o3Lmzut3d3Z01a9bw4YcfqtOyLl26hJ+fH8OHD+fXX39l0aJF6ZJjKZ+DmZkZY8aM4dtvvyUmJkbd9/PPP9O5c2dGjx5N4cKF2b9/P46Ojvz444/ExcVRpkwZAKytrenVq9dLm2omhBBCCCGEqUkiRwhhMilTZ8zNzYHk5MDu3btRFAVfX1+cnJwAOHHiBBEREaxZs4Z169ZRqVIlDAYDVlZWFC1alMaNG1OxYkWaNGnC5s2bqVevHgBFihTh2LFj1KxZk3LlyjF37lz0ej3nzp0DIDY2FoCAgACmTJlCcHAw/fv3f+7radKkCRYWFlSrVo3g4GDgv2RV8+bNef/993F2dmbTpk1qTxkzMzO6dOmiVh49SaPRqH++ffs2lpaWQHIz4CJFiqSZ3mVra0uDBg3QarU4OzurMTzv+Z5H8+bNMTc3T3MPdu3aRUBAAGvWrGHPnj00atQow8bMK1asoGnTpgBYWlqmSR59++23VK9enRs3bhAcHKx+dpUqVaJ27drq9ezdu5eOHTu+0DWIvMFoNJKUlITBYMhWU+zExERiY2OJiIggKCgIPz8/vL298fb2xsvLi0ePHvHo0SMePHjAgwcPuH//Pp6ennh4eODh4YG7uzuenp54eXnh5+dHYGAgoaGhGI1GFIMRY4IBxZh1HIrBiJKUfLw08hZCCCHE85JVq4QQL1WFChUA8PX1pVy5cmn2pTzop1RPNG/enOnTp3PhwgWuX79Ojx49APD396dMmTJpql9SaDSaNMkHPz8/3nzzTfV1SiLFwsICLy8vTpw4Qffu3QHUB6klS5YwceJEWrZsyTfffEPv3r1f6JrNzc1JSkpS40v9f4CHDx+q+wGcnJwICAh46rj169dn06ZNJCQkEBsbi4WFBXXr1s3wWK1Wi8FgeKHzvYjU98Df35+OHTvSoUMHgAw/x7CwMAIDAylQoECG4xUtWpTZs2fTtGlTKlasmOYheMCAAUyfPp1+/foRGBgoTZLzMKMxOcGh0WjS9UgyGo3Ex8cTExNDdHQ00dHRxMTEqP/Fxsai1+vR6/UkJiaqf9br9SQlJb20xMmECRPQ+MQTvPJG8gZzDRoLc8x0ZmgszTEroMPMRotZAR3mNjrMCmgxs9Elvy6ow8zGAjNrLRor8zR/TyiKAkYFNBo0Zi+WYBVCCCFE/iKJHCHES9WwYUOKFy/OyZMn0yVyzp07R5kyZWjQoAEAOp2OTp06sW3bNsqUKUOhQoUAKF68OOvXrychIUGtSHFzc6N69erpzufg4MCpU6cYNGgQAAaDgevXrxMXF8fmzZszbN5rY2PD9u3b+fPPP5kxYwYffPDBS220W6pUKe7fv6++VhSFt956C0iumElJwDypevXq9OjRAxcXF7RaLS4uLuo9ykjKg+vzni+nFC9enCNHjqiJHEj/+dnY2GBmZoanpyfOzs5p3q8oCgMGDGDt2rU4OTnx119/pdnfpEkTLC0tmT59Oh988MFLvRbxYlISNWZmZmmSFimVMmFhYURERBAREUFkZGSaRE18fHyurGLRarUk6Y3/bTAoKHFJGOJSNsRl9Lb0NGBmrcWsoAXawpaYF7XEvIgl2iJWmNtZoS1qiZmtRZqkjmL4//OaaV64mk4IIYQQeYckcoQQL5WlpSU//fQT06ZNo0WLFup0qcDAQFauXMkvv/yCVvvfX0XdunWjffv2rFixQt3WpEkTfvjhB7744gsGDRrEo0ePKF68uJoISJ2IaN++PQMHDmT+/Pm0aNGC3bt388UXX7Bnzx6io6PR6/Vqf5aQkBBsbW1ZtWoV06ZNo2/fvmrjXp1OB0B4eDghISGUL18+zXXpdDoiIiLw9PSkfPny6R4wn3yd0nAZ4JNPPmHr1q0MHjwYrVaLm5ubWgVUrFgx7t+/T2hoKD4+Pty7dw9ra2uSkpK4fv067u7uDB06FK1Wm+a+ZfSAm7Ltec+n0+mIjo4mMTERb29vNfmT0T14cl/q87dr147Bgwfzww8/8OGHH3L8+HG1B1EKCwsLmjRpwrJly2jUqBFarZbg4GBCQ0MJCQnB19eXsLAwLCws8PDwoFixYnh7e+Pk5IRGo6Ffv34sXLiQ6dOnA8mJgd9//50vvvgCa2vrdLGJl8tgMKSpqklKSiIsLIzg4GDCwsIICwsjPDxc/X/qirG8xtzcHH1iDiRDFTDGJmGMTSIpIDbjY8zAvOATSZ4ilmiLW6NzLIC5rUXyUCnVPJLgEUIIIfIlSeQIIV66xo0bs2DBAubOnUvRokWxtLQkPDycOXPmUKlSpTTHli9fntatW6tVOpDcD+a3337j+++/Z9y4cfTu3Zs+ffpw7tw53N3d2bdvH/Xq1aNs2bI0bNiQSZMmsXz5cg4cOMD06dOxt7enVatWbNq0iQ4dOjBp0iScnZ3ZvHkzP/74Ixs2bCAmJoby5cvz8ccfU7ZsWRRF4f3336dv375pVo1K0aZNG+bOnYutra3azPjw4cOUKVOGI0eOEBQUxJkzZ3jw4AEA69atY/To0dja2tK/f38eP37M8OHDqVy5MgULFlSnkTVs2JCqVavSrl07hgwZQtWqVYmOjsbLy4vChQvj6urK33//TXx8PEajkcqVK7N+/Xr27dtHUFAQJ06coESJEty8eRMfHx/8/Pye+3yVKlWiZMmS9O/fn8WLF6e7Bx06dGDGjBlMnz6d8+fPA7Bnzx4+/vhj/vnnHzw9Pbl+/ToffPABU6ZMYdmyZRw7dowpU6aozYlTmzFjBhMnTqR9+/a0bNkSe3t7/P39MRgMdOnShc8++4zOnTvz4YcfsnPnTvUaAFq3bo2HhwcWFskPsmFhYezatYuePXtSunTpZ/p6Fdn3ZMImMTGR4OBgAgICCAoKUv8LDw/PldU0L8rMzAwzMzMU/cutalMZwRCRgCEiIcPdGitzdMULoHUs8N//S9hgXthCTegoBqNM1xJCCCHyOI2SH3+yEkKIfGjjxo3UqFGDypUrA6DX69myZQvvvfeeunLV62rnzp2UL18+w+l2ImcYDAZ1SlRSUhJBQUE8fvw4TcImIiIiXyZsMmNpacmkSZOIOu1LxF/3n/4GE9HozNAWt0ZbvAA6hwLoHAugK2OLtogVgNqkWZI7QgghRN4gFTlCCJFHzJs3T61i0mg0REdHExQU9Fovtb19+3asrKw4d+5cmmXQxYtJXWljNBoJCgrC29sbPz8/fH19CQoKSjNd8HWVMr1RyYmpVS+Rkmgk0S+GRL+YNB17NNZaLErZoCtti0XpgliULYi26P8ndwwKaCS5I4QQQuRGksgRQog8Yvr06cybN4+vv/4ae3t7atasybhx49R+Pq+jrVu3EhcXl+H0N5E9iqKoDYgVRSE0NDRN0iYgICBP97B5mVISOcaE3J3IyYwSl0SCZwQJnhHqNo21FovStliULYiFU0Es3iiEeYHkv2MUgxGN+ctrBC+EEEKI7JGpVUIIIcRrJKWSxszMjKSkJLy8vHj48CFeXl74+/uTkJBx/xWRnr29PSNGjCBslwcx5/xNHc5LY17EEouyhbAsVwjLikXR2Sc3EJfEjhBCCGEaUpEjhBBC5GOpEzeJiYlq4ubhw4f4+fm99OXn8zO1IkefvyuWDOEJxIUHEecWBICZrQ7LcoWxfKswlhWKoCteAJDEjhBCCPGqSCJHCCGEyEdST5VKSdw8ePBATdxIb5uco/bIiX+9kmHG6ETirgcTdz0YkMSOEEII8apJIkcIIYTI4wwGA+bm5iiKgp+fH/fu3cPT01MSNy9ZSn8q42uWyHlSpomdikWwrlIMc1uL5JWxNKjLoAshhBDi+UkiRwghhMhjkqtuDJiZJf8z/vDhQ65cuYKnpydxcXFPebfIKerUqrj8PbXqWaVO7ITv8EBXygarSnZYVy2GrpTt/x+kSLWOEEII8ZzkX1AhhBAiD1AUA4qSXF0THXOXR4+WculyL4zGROLj47lx44YkcV6x/ypyJJGTlUS/GKL+9ibw16v4/3iesG33iLsVglGfXMmkGKRqTLw8ly5domPHjqYOI0ft27ePzz///KnHnT17lp49e3L+/PlXENWzyanPJbv3whRSX2NoaCizZs3KdbEOGzaMffv2mToM8RykIkcIIYTIpRTFQPLvXIyEhp4lMOggIcHHSdAHqMeEh//Lm29WN1mMr7P/KnJe76lVz8IYnUjspUBiLwWCuQbLNwslV+tUKYa2mLVMwXoJXF1dmTlzJmFhYbRr1w6A8PBw9u7dy9mzZylUqJCJI3y5ypcvz7Bhw0wdRo6qWbMmtra2Tz2uZMmS3Lt37xVE9Oxy6nPJ7r0whdTXaGNjQ8GCBYmJiTFxVGn17t2bihUrmjoM8RwkkSOEEELkIoqSBJijKAbCws4SEPgXQUFHSUqKyPD44OBjVKxYjwIFChAbG/tqg33NpSRykIqc52NQSPCMIMEzgoh9D9DaW2Nd3Z4CNR3QFS+AYlTQmElC50U1aNCAZs2acf78eSZMmKBur127tgmjejoXFxf69u37wu8tUqQIbdu2zcnQTK5UqVKUKlXqqceVK1eOwoULZ7r/77//5u2336ZMmTI5GV6mXsbnkt178apkdo2WlpY4OjqaMrQMNWnSxNQhiOckU6uEEEIIE0tO3oDRmERo6Blu357AqdN1uHptIP7+2zNN4gAEh5xAozGnbt26rypc8f90Op00k85BScFxRP3tTcDcSzyef4mo494khcYDoBgUE0eXt5mbm6fb9vHHH+faSgZXV1fWr1//XO9dvHgxN2/ezOGI8i4zs4wf9wICAvj+++9fWRyvw+fytGuUSkORkySRI4QQQphAcs8bBaMxiZCQ09y89fX/J28G4f94O0lJkdkaJy7uIXFxPlSpUuUlRyyepNVqURRJMLwMSQGxRB55xOPZ/xKw6DLRp3wwRCQA0lMnJ2zevBmdTqc+5G/cuJH58+fz9ddfM3HixDT9tpYtW8b27dsZNmwYzs7ODB8+nFu3bmW679KlS3Tt2pU6deqox925c4dmzZrh7u6eLpatW7eyZs0aPv/8c8aMGUNYWBg7d+4kODiYOXPmcO/ePdzd3Zk0aRJLliyhR48e3Llzh4SEBJYtW0aTJk04evQoDRo0YNWqVZw5c4abN28yZ84cAgICmD9/Pl26dAHgwoUL9OvXjw0bNjBhwgRq1aqFi4uLGsuVK1dYvHgxy5Yto0qVKnTq1Ik1a9aki1lRFP744w8WLVrEyJEjmTVrFkajEW9vb3r06EH9+vXVKU1nz56lW7duBAQEkJiYyLJly5g/fz7du3fnn3/+ITIyUo1xw4YNNGzYkKtXrzJixAh+/fVXZs6cSd26dZk9ezaQnICZMWNGmmlJT4s7LCyML7/8kjp16nDs2DEA9u7di7+/P8uXL1e3pZYS15IlS+jVqxdXr17N8toDAgKYOXMmw4YNY9euXTRp0oRPP/2UxMREbt269dyfy4EDB6hWrRrnz58nLi6OhQsX4uzsnOG9OHr0KF26dOHQoUN8/vnn1K5dm8OHD6vX9Pfff7NixQpmzZqFs7MzvXr1Yvfu3Wmu28PDg169ejFx4kQAzp07R4MGDdixY8cLXWNWUl/HgQMH+Oijj+jQoQOBgYF8//331KtXT40n5bOZOXMmCxYsYODAgezatQsANzc3hg8fzvz58xk4cCCDBw9m69attGrVinPnztGnTx/q16/P5cuXAThz5gz9+vVj586dREZGsnjxYrp06cKpU6fUGMLDw4Hk1THnzZvHrl276NmzJ9WqVWPUqFE8fvz4qdcnXg5J5AghhBCvUEr1TUTkNe7cmcyp07W55jaYx493ZDt586Tg4KMUK1YkB6MU2aHVakESOS9dol8MEQcf4v/zBQKXXCXa1R9DtB6QpM6z8Pb2Ztq0aYwbN46FCxeq20+ePMnFixcZM2YMv/zyi9qUFeDUqVNqYubnn39Go9HQq1cvqlSpkum+WrVq8eOPPxIXF6dO2bG2tqZXr17penFER0dz9OhRBgwYwJIlS3jrrbcoWrQoXbt2pXDhwowfP563336bRYsWUa9ePYYPH061atXYunUrOp2O9957T32QnD59Om3atKFhw4ZUrVqV8ePHY29vT8WKFdWH0Vq1ahEREcGFCxeYPHkyP/30E7///juQnKAYNWoUvXv3ZujQoTRu3Jjy5cszYMCAdPdyw4YNxMbGMmrUKBYuXMjp06dZuXIlTk5OTJkyhYSEBMqWLQskV+6NHDkSR0dHli9fznvvvceYMWMYOnQo48aNw9zcnAoVKvDw4UPKly/PN998wxtvvIHRaOTixYv079+fVatWsWbNGmJjY7Gzs8PR0VGdSpuduN3c3FiwYAFDhgxh5cqVAHz22WcADBkyhBYtWqS7xokTJ9K6dWuGDx9O9erV1a+ZzK7d3t6eEiVK4OHhQZkyZTh06BD379/H1dWVKlWqPPfn0qZNGxwcHNSvo9SJkSfvRZMmTfDx8eHixYvMnz+fL7/8khUrVgDJfaGmTZvGoEGDmDBhAm+//TZ16tRJ13C5QoUKNGzYUH1dv359ypcvD/BC15iVlOt49OgRTk5OavPhH374gc8//5x9+/bx119/8eDBAwCmTp1Ko0aNGD16NDNnzmTq1Klcu3aNSpUqER8fz7///su0adPo2rUrLVu25OHDh9y4cYM1a9bQrl07NUlWp04dgoODURQFGxsbKlWqhI+PDwaDgQMHDmBmZsaBAweA5IRrdHQ0nTp1YurUqSQmJjJmzBhKlCjx1OsTL4ckcoQQQoiXzGhMTt4kJATw8OFSzro259Kl7vj5byEpKeqFxw8OOYG5uQWVKlV64bFE9ul0OsnjvGJ67ygi/rqP/4/nCfzDjdgrgSiJydVtilE+jKw4OTnx/fffM3fuXIYOHapu37hxIzVr1lRfd+vWje3bt2MwGLh9+zaWlpZA8sNmkSJFiI9Pnu6W1b5KlSpRu3ZttmzZAiRXf2S0QpG5uTkXL15k7ty5xMXF0adPnwxjHz58OC1atODBgwd4eXkRGxuLmZmZ2nOkRYsWtGrVipIlS6Yb397ePs3rggUL0rhxYwoXLkylSpUICQkBICQkhMDAQPWaypUrp17PkzZt2kSNGjWA5KlLXbp0Ua/13XffpUyZMhw8eBBIrnr44IMPANi9ezdubm6sWbMGd3d3qlevTkhICMWLF6dw4cLUq1ePTp06UbRoUQoWLEjt2rUpWbIklSpVwmAwEB4ejk6no1ixYmos2Ym7SZMmWFhYUK1aNYKDgzO8ptSCgoK4dOkSlStXBmDMmDHMmTMny2tPubelSpWidu3aWFlZ8cYbbxAaGppu/Gf5XJ6UenrSk/dCp9NhY2NDy5Ytsba2TjPOo0ePSExMVKvQsvp8Mzvni1xjVlKuo3jx4lSrVg2dTkelSpWoWLEiDg4O2NvbY29vT3BwMCEhIRw+fFj9DBwdHXn//ffZsmULFhYW2NvbU79+fcqVK0fbtm0pUqQIAK1bt1bHTbknFhYW2NnZqfHa2tpia2tL06ZNMTc3p2LFiuqxqb/f33rrLQASEhKydX3i5ZBEjhBCCPES/Dd1KoGAgL1cvvIpp8+8z/0HC4iLe5Sj5woPP4/BEM97772Xo+OKrElFjgkpoH8QQdg2d/xmnCNsmzt6r+SKNknoPF3r1q3VPz98+JCkpP8adjs5OaHX6wkLC6N+/frcuHGDhIQEwsLCsLCwUPtxZbUPYMCAAaxfvx69Xk9gYGCGjV6tra35/fffOXjwIC1atODSpUsZxuvg4MCSJUu4e/cu1apVU6c0pjxgZ9V75Ml9qV+bm5urYxUrVoyqVaty7tw5ILmCqU2bNhmOmdE9Cwj4bzXBrl27sn37duLi4rCyslJ7FPn7+9OuXTsGDBjAl19+ycqVKylbtiwajSbLONUV8v6/J1fqfc8St7m5eZq4M+Pn54der1dfW1lZqQmTrK79yWvQarWZ9hHL7ufyNNkdp2LFilhZWXHnzh0AfHx8aNWqVbbOkdX5nuUan2XcJ/tamZmZqdP3jEZjlp9B6rEyGjf1vc3q2NTThxs1asSFCxdQFAUvLy8qVKhAhQoVsn19IufJqlVCCCFEDlKUJDQaLRERV/Hz30Jg4EEMhuiXek6jUU9o2FmcnOq91POItHQ6HcjMHpNT9EZiLwUQeykAXSkbHEe9h9FgwMzcXP2/SCv1dIhSpUpx//599bWiKBQpUgQ7Ozvs7e3p0aMHLi4uaLVaXFxc1OXKq1evnuk+SK4CsbS0ZPr06WpFypOio6OpWLEi+/bt49dff2X8+PG4urqmO27kyJGMGDGCBg0aZNhnJydoNBq+/fZb9uzZQ0hICG3bts10VaWM7llKlQJAx44dmTt3LsuXL6d9+/bqdnt7e44cOcKnn34KQGBgIAaD4ZXFnV0ODg7ExsZy6dIlatWqBaD++WnX/jJoNJoXbixfoEABpkyZwoEDB7h06RLjx49Xry2j873o5/KypFSd3b9/X62kexWfQcuWLbl06RJr165FURTWrl3738qNwiSkIkcIIYR4QYqS/ANfYmIkj7xWJk+dutwDf/9tLz2JkyIk+G+srKyzXGpW5CytVgtS/ZGr6ErZoigKW76fxO45P+J141pyZVwufSh7VZKSkjJ9EP7kk084dOgQUVHJ0zzd3Nz45JNPMDMz48qVK7i7u9OoUSMaNWqU5sEtq32Q/DDcr18/jh49SsuWLTM8d3h4ONu3b8fCwoJx48ZRsGBBzMzM0Ol0REdHk5iYyP3797l16xZhYWFERERw8+ZN4uPj8fb2VsdJ/dCt0+kIDw8nNDSUsLCw5Gl3qSoQjEZjumqPlNczZ86kY8eO1KxZkypVqmQ69eaTTz5h9+7dalWEm5sbvXv3VvcXLVqUFi1acO7cuTQP2O3bt2fOnDmsW7cOV1dXfvvtN7VS6cnEQVZxPnlNWcWd2Rgp9yoiIgJPT880x5QsWZJatWoxefJkXF1dOXToENeuXXvqtWcV84t8Lvb29ly6dImYmBj2798PoFagPG2clD/HxcWxevVqWrVqRd26dSldunSaqqPU7O3tuX37NjExMZw9exZ/f39CQ0PV76PnvcYnXz85xtOqkBRFwdHRkWbNmrF9+3Z1++3bt+nRo4f6OvXXUsr3fUb35MnzZnVtKX17GjZsSOPGjdOcw9PTk9WrV2cZu8h5ksgRQgghnlNK75uoqFvcvDWe02fq4ek5O8enTmVH8jLkZtSrJ1U5r0ry1CpTRyFSs6lbgvioKHzv3MLjX1e2/zSNFSMHc37nFmIiwgFeu6TOhQsXOHnyJPfu3WP79u3pHl4/+ugjBg8ezMiRI1mwYAH+/v6MGDECgMKFC+Pq6sonn3xC+/btad68OZ06dSIuLi7LfSlat25Nu3btsLCwyDS++fPn8/3337NkyRK++eYbrKysqFSpEiVLlqR///4UKVKEgQMHMnXqVH766SdatGjBlStXCAsLY+vWrQAsX76cxMREAJo2bcq1a9dYsGABFhYWHDp0iKCgIP755x+uXbuGh4cHJ0+exNfXV00KpDwUW1tbM2TIEDp16kSrVq2oX78+Z8+eTRdz//79adSoEcOHD2fBggUULFgwzYM0JPca6ty5c5ptw4cPp0OHDvz666/MmTOHvn37Eh0dzd69ewkMDGTbtm1A8spJ165d48KFC3h7e6urEu3Zs4fQ0FBOnjyJp6enmlzJLO6jR48SFBTE4cOH8fX15ciRIwQFBXHmzBkgeQn60aNHExmZvtH+nDlzcHBwYMSIERw/flztX5TZtYeGhnLixAk8PT25cuUK165d48GDB5w8eZLg4OAX+lyGDx/O2rVrGTJkCDVr1uTNN9/k6NGj6e7FP//8k+Z6jx07pp7D3NycuLg4+vfvT8eOHfnoo49o1KgRd+/eTXftHTp0QKfT0aZNG0JCQnjrrbfw9fUlICDgua8x5f64u7tz8eLFNOcLDg7m77//xtPTk8uXL3Pnzh3183/48CGHDx8mMDCQAwcOEB0dzU8//URwcDCTJ09m1qxZDBw4kAoVKnDjxg2uXr3K8ePH1SlkKfdw7969+Pr6cubMGfXry83NDXd3d/W+Hzx4kKCgIDXOmzdvcuHCBXx8fHBwcGDbtm10796d9u3b07hxYwYPHoyiKLi7u7N3795091G8XBpF1s0UQgghsi35n00jimLkccBufHzWExV13dRhAVC/3mESEoqyaNEiU4fyWujduzflS76J/4/nTR2KALTFrSkxrjYX/9rJSZeV6fZrzMwoX7setdt3prRzFYyGJMzMZWpAVjZu3EiNGjXUprd6vZ4tW7bw3nvvce3atUz3ValSBYCdO3dSvnx5qlevbrJryC5/f3927drFF198AaAuqb1p0ybGjBlj4ugyl1fjftVu3rzJjRs36NmzJ5BcteLu7s65c+cyXJlMpLV48WJ69OihriCWkJDAokWLGDp0qFQCm4hU5AghhBDZ8N/KU4/x8JzD6TMNuH17Qq5J4gAEBR+hSJGCz9RgUTw/nU6HkiRNcnILmzolUAxGXLf+meF+xWjE44Irm6Z9w/pJo7nrehqjwfDaVeg8i3nz5hEYGKhOr4iOjiYoKIiKFStmuW/79u3s27ePc+fO5YkkDsDKlSvx8/MjOvq/6bBnz56lSZMmJozq6fJq3K/a4sWLCQwMVFdaMhgMnDlzhubNm5s4stwvNDSUdevW4e/vr24LCQnByspKkjgmJBU5QgghRBaMxiTMzLSEhJ7G23sNISEnya0dbosUqUOt9zaxY8cO3NzcTB1OvvfZZ5/haFWMgDkXn36weLnMNZSaUo/Ax4/4c9LobL/N1q4YNVq1p8ZH7bCwtgZFQWMmv+dMsW/fPpYtW4a/vz/29vbUrFmTcePGYWdnl+W+Tz75hLi4OH799VfKli1r6svIlkePHjF79mwuXbqElZUVb775JsOGDaNBgwamDi1LeTXuV+369evMmzePW7duYWtrS8WKFRk1apRaPSay5uLiwp9//klYWBgODg40bNiQr776igIFCpg6tNeWJHKEEEKIDChKEooCjx/vwst7BTExL2ellJyk0ZjTuNEVvL0DWbt2ranDyfe++OIL7LAlYP5lU4fy2rOuZk+xTyuza/YMPC89+1Q3raUlVZu0oHb7LhRxLCGrXQkhhMjVZGKwEEII8f+Sf7ehYDDE4ePrgrf3WvT6QFOHlW2KYiAk5ASlSkmp+Kug0+lQYnNnddbrxqZuCfSxcc+VxAFISkjg2uH9XDtygLdq1qF2hy44VakmfXSEEELkSvIvkxBCiNeeohgBDYmJoTx6tAxfv02vbNnwnBYccgIHh7YUL16coKAgU4eTr2m1WumRkwuYF7bEsmIRbp489uKDKQr3L1/g/uULFH+jHLXadaLyB00BpEJHCCFEriGTgIUQQry2FCW5yWl8vC937k7h9JkP8PJekWeTOAAhISfRaDSyDPkroNVqURIlkWNqBWo7ggKnNubsdMKgRw84+Nt8Voz8DLe/D0ljZCGEELmGVOQIIYR47SiKAY3GnJgYTx48/JXAwIPk1gbGzyoxMYTIyBtUqFDB1KHke1qtFkNSnKnDeL1pkqdVhT32JTY87KWcIiokiGMrfuPCzq3U7dSN6i1aA1KhI4QQwnSkIkcIIcRrI6UCJzb2EdevD+f8hbYEBu4nvyRxUgQHH6VQIVvM5UHzpTI3N0fR56+vnbzGskIRtIUt+XfP9pd+rqiQII6tXJpcoXPsoFToCCGEMBlJ5AghhMj3knvgJE+hunFzNOfOtyIw6CCQPxduDA45gZmZlvfee8/UoeRbGo0Gc3NzjInyIG9KNnVKkJSg58bxI6/snP8ldAbjdvQAhqQkSegIIYR4pSSRI4QQIt9SEzgJ/ty89TWu51oSELCX/FaB86SoqBskJoZRvXp1U4eSb+l0OgAUvTzAm4pZAS3WVYvxwO2SSc4fFRLMsVW/s2LkYK4dkYSOEEKIV0d65AghhMh3Ulah0uuDuP9gIf7+21GUJFOH9QopBAX/TYkS7UwdSL6l1Sb/CCVTq0ynQE0H0Gg49ecak8YRHRrC36t/58LurdTt2J3qLVuj0Wikh44QQoiXRipyhBBC5CuKYiQxMZS7977lzNmm+Pltfs2SOMlCQk6g01lRqlQpU4eSL6UkcowJUoFhKjb1ShIVGkyYv6+pQwH+S+isGDmYW6eOoyiKVOgIIYR4KSSRI4QQIl9QlCQMhjju35/PmbNN8PX9E0XRmzoskwkNPYWiGKhfv76pQ8mX1KlVksgxCQungugcCnDt8D5Th5JOdGgIh5YuYP3Er/C9cwtAEjpCCCFylEytEkIIkacZjUloNGb4+W3l/oMF6PXBpg4pV0hKiiIi4grlyr1t6lDyJbUiJ/71q/bKDQrUccSYmMSFvTtMHUqmAh/eZ8v3kyhXszZN+w+haInk6jiNRmPiyIQQQuR1ksgRQgiRJymKAY3GnLAwV9w9fiIm5p6pQ8p1goOPUb58TSwtLUlISDB1OPlKSiIHaXb8ymkszChQwwGfezfBmPt7FD24cpGH1y5TvUUr3v+kH5YFbDAzk6J4IYQQz0/+FRFCCJGnpKxEFRv7gCtX+3P12gBJ4mQiOOQEGo05derUMXUo+U7K1CpjnFTkvGrW1Yuj0ZlxasNaU4eSbYrRyLUjB1gxYhD/7t6GITFRplsJIYR4bpLIEUIIkWcoioHExHBu35nMufNtCA09beqQcrWYmHskJARStWpVU4eS7/w3tUoexl81m3oliI+K5LHHXVOH8sz0cXGc3rSOlV8N5c7ZfwDpnyOEEOLZSSJHCCFErmc0JmE0JvLw0e+cdU1eiQpy/5SK3CAo6AjFi9uZOox8R63IkR45r5TWoQCWToW4cfKYqUN5IVEhQRxYPJf1k0bj756ckFLywDQxIYQQuYMkcoQQQuRaKdOowsLPce58a+7fn4fBEGPiqPKWkJATaLWWlCtXztSh5CspFTmKTK16pWzqOKIYjJzdssHUoeSIgPsebPr2G/bOn0lsZCRGo1TnCCGEeDpJ5AghhMiVFMWAXh/C9evDuXq1P3FxD00dUp4UGuaK0ZhI3bp1TR1KviKrVpmAuQabWo4EPPQkSR9v6mhy1L1zp1n51RAu79+D0WiU6VZCCCGyJIkcIYQQuYrRmISiGPDyXo3ruRYEBh00dUh5mtEYR1j4Od54w8nUoeQrOp0ueSqMzIZ5ZawrF8OsgI6z2/JHNc6TEuPjOOmyEpcJo3js6Q78V5UohBBCpCaJHCGEELlCygNLVNR1zl9oj4fHzzKNKocEBx/H2roANjY2pg4l39BqtRgVxdRhvFZs6pVAHxvLg8v/mjqUlyrY6yEbp33Nwd/mkxAbK9U5Qggh0pFEjhBCCJNTFANJSVHcuvUNFy91l+XEc1hIyAk0GjPq1atn6lDyDa1WC5LIeWXMi1hiWaEI986fMXUor4aicPPkMVZ9NZTbp08ASP8cIYQQKknkCCGEMBlFSX4w8fPbylnXZvg/3g7Iw3FOi4t7RFycF5UrVzZ1KPmGTqeTPM4rVKCWIygKpzasNXUor1RcVCQHf5vPlu8nExUcJCtbCSGEAHJBIicxMZF169bRtGnTHBvTx8eH//3vf0ybNi3HxjQYDGzZsoVmzZrl2Jg5qWPHjly6dClHx5w+fTrLly9/oTHOnj1Lz549OX/+fA5F9eoMGzaMffv2mTqMZ7J8+XK+++67Fx4nJz77lyX1Nd65c4dRo0axZMkSk8bk7e1N8+bNiYuLM2kceY2iGIiP9+fS5d7cuTuFpKQIU4eUrwUFHcXOrrCpw8g3pCLnFdKATd0ShPr7ERsZbupoTML7phurx37BuZ1bMBoMGA3SZFsIIV5n2uweeOHCBX788Uf8/Pxo0qQJQUFBFC9enMmTJ2NnZ/fcAZibm1OxYkX8/f2fe4wnFStWDAC9Xp9jYxoMBgoWLIifn1+OjZmThg0bRoUKFXJ0zPbt21OoUKEXGqNkyZLcu5c3p0j07t2bihUrmjqMZ9KkSRMiIyNfeJyc+OxfltTX+MYbbxAdHY3RxL+hdHR0ZPjw4VhbW5s0jrzCaExCozHDy3s19+/Px2jMX6vP5FbBIccpW3YQlStX5vbt26YOJ8/T6XTS6PgVsaxQBG1hSy5u3G7qUEzKkJjI2S3ruXv2H9oMH4tDufJoNBpThyWEEMIEsl2RU7duXZo2bUqFChWYM2cOK1euxMvLizFjxjzXiV1cXJIDMDOjTJkyzzVGZqytrXFwcMjRMS0sLKhWrVqOjnnnzh0uXLjwXO9NuX8p2rZtS+HCOfub1tq1a/P2228/8/tCQkLYv38/AOXKlcvxuF6VJk2aUKpUKVOHkaXU9xrg7bffpnbt2i887vN+9i9DVtdobW1N8eLFTRWaysLCgq5du5o6jDzBqCigMef+g4V4ePwsSZxXKDz8IgZDPO+9956pQ8kXpCLn1bGpW4KkBD03jh8xdSi5QoiPF39OGcuZLev/vzpHeucIIcTr5pmmVmm12jR/btasGefOnSMi4tnK4Xft2sXhw4fV1y/jtwm5fczo6GgmTpyI8hw/BN67d48FCxbkWCw5Sa/XM2HCBOLj/3s4MzMz+Qy+fCmje53fZOca5beReUOSUcGoKPzmFYhnbAJOZT/HzMzK1GG9VhRFT2joKZycSps6lHxBq9VKRc4rYGajw7pKMR5cu2jqUHIVxWjk/I7N/DllLOGP/aR3jhBCvGZe6Anb2toaMzMzrKysCAgIYOLEiSxdupRevXpx5swZFEVhw4YNtG7dmv379/PBBx+wZMkSDhw4gLe3N3PmzCEgICDNmMeOHaNatWp8/vnnREdHAzB79my++uqrDKdKHT16lMWLFzN69GimT5+e6RSLlKlhs2bNYtCgQXh5eWEwGPjzzz9xdnbGx8eH0NBQpk2bRvPmzdX3eXt7M2nSJBYtWsTs2bPV7XPnzsXZ2Zlff/0VSE7MDBgwgDVr1qQ79507d/jtt9+YM2cO7777LgkJCeo92LJlCzt37iQpKYkZM2awePFihg4dyooVKwA4c+YM/fv3Z/Xq1XTq1IlJkyaxY8cOoqOjmTNnDhcvXmT//v106dKF8+fPExAQwMyZMxk2bBi7du2iSZMmfPrppyQmJgIQExPDrFmz2LVrF61bt6Zu3bp89dVXJCQkpIn5+vXrfPnllyxZsgS9Xs+aNWto3LgxN27coFOnTjRr1oxHjx6lu9bjx4/j4eHBwYMH09yLsLAwvvzyS+rUqcOxY8fU7SdPnmTx4sUMHjyYH374Id3nFxAQwIwZMxg2bBgHDhzgo48+okOHDgQGBvL9999Tr149Jk6cqB4fGRnJzJkzWbBgAQMHDmTXrl0AuLm5MXz4cObPn8/AgQMZPHgwW7dupVWrVpw7d44+ffpQv359Ll++rN73fv36sXPnTiIjI1m8eDFdunTh1KlTagzh4eFA8rS7efPmsWvXLnr27Em1atUYNWoUjx8/Tnd/PDw8mDt3LrNmzWLAgAGEhoZmGfft27cZMWIEv/76KzNnzqRu3brq1+GT9/r+/ftMmDBB7Q2V2fXFxMSwcOFCnJ2dAfDz82PEiBH07dv3uT77ZcuWsX37doYNG4azszPDhw/n1q1baa7b1dWV+vXrs2PHDhRFSfN99yLX+DRBQUEsWLCAGTNm0KdPH7y8vLhz5w4fffQRbdq0wcfHR71XQ4YMISoqiujoaBYvXsysWbPo0aMH169fz/L7Sq/Xs2zZMho3bvzUzwzg/v37zJs3jz///JOaNWvSqlUr5s6dm63ryasMioJ3vJ72l9354b4/I28/QmtuRfV3/jB1aK+d4JDjWFpa59lKydxEp9OhkWfnl65AzeKg0bx2TY6zK/CBJ+smjOLiXztRFEWqc4QQ4jXx3ImcuLg4du/eTbt27bC0tGT16tU4OTnxxRdf0LJlS1xcXNBoNDRt2pQHDx4QFBTErFmzaNmyJa1atcLJyYnx48fj6OiYZtwWLVrQp08fLC0tsbW1BcDKyorJkydjYWGR5tibN2+ye/duRowYwfTp09myZQtXrlxJF2tQUBAzZsxgwoQJTJgwgYYNGzJ8+HA0Gg19+vRRj7Ozs6Nt27bqa0VRGD16NEOGDGHUqFG0bt1a3Td27FiqVq2q9geytbWldOnSDBgwIN35f/vtN3r27Mn48eMZNmwYAN27d6dw4cL06NGDzp07888//+Dh4cGIESMYOXKk2ry1Vq1aBAcHc/XqVX755Rdat27Np59+CsD48eOpXbs2TZs2VR+s7e3tKVGiBB4eHpQpU4ZDhw5x//59XF1dAfj999+xt7enU6dOjBkzhpiYGH7++WcsLS3TxFypUiX0ej1GoxGdTkfdunUJCAjg0aNH7NixA2dnZ7Zu3ZruWlM+29atW6e5F25ubixYsIAhQ4awcuVKIDlJdvz4cUaMGKEm+P76668049nZ2eHo6MijR49wcnJSmw//8MMPfP755+zbt4+//vqLBw8eADB16lQaNWrE6NGjmTlzJlOnTuXatWtUqlSJ+Ph4/v33X6ZNm0bXrl1p2bIlDx8+5MaNG6xZs4Z27dqpU9bq1KlDcHAwiqJgY2NDpUqV8PHxwWAwcODAAczMzDhw4ACQnASIjo6mU6dOTJ06lcTERMaMGUOJEiXSXEtsbCwTJkxgxIgRTJgwgYiICDZv3pxl3G+//TZGo5GLFy/Sv39/Vq1axZo1a4iNjU13r52cnLCyslITnpldn42NTZppQKVKlUrTxPtZPvtTp05x6dIlunbtys8//4xGo6FXr15UqVIlzbU3aNBA7Tek0Wjo3bu3uu9FrvFpfvjhBz777DOmTp1K5cqV+fbbb6lUqRKjR49Gr9er0zp1Oh0TJkygYMGCzJ49m86dOzNhwgTatm3LuHHjsvy+0ul01KpVS01KZ3U9AJMmTeLDDz+kT58+dOnShaJFizJu3LhsXU9eY1CSq3D+8A6i2b93uByZfA+uRsWx2CuQonbvY2//oYmjfL2EhJxEo9HQoEEDU4eS5+l0OhSDZHJeNpt6JYkKDSbM39fUoeRahsRE/vlzNZu/nUB0aIjJ+8YJIYR4+Z45kRMUFMTatWuZPXs2bdq04aeffgKgV69edO/encePH3Pv3j1iYmKA5Ga3AM2bN+f9999XqwCy0q9fP06cOEFAQACKohAcHJwu4QOwefNm6tWrB0CRIkU4duwYNWvWTHfc3r17KVeunDo1rFu3bty7d0+tvkgt9TSNs2fPEh0dzVtvvQVA9erV0xzXv39/Nm7cCICXlxdvvvlmhtdja2vLiBEjuHPnDr169UpukPiEunXrMmnSJGJiYrh48aL60GdlZUXRokVp3LgxFStWpEmTJuneW6BAAbUxrbm5OQULFqRUqVLUrl0bKysr3njjDbXy4/bt22rS5q233iIpKYmkpPQrH+h0OrVptEajoWDBggC0a9cOMzMznJ2dCQkJyfB6M9KkSRO1z1BwcDAA+/btIzw8nDVr1rBp0ybq1Kmjft08GUfx4sWpVq0aOp2OSpUqUbFiRRwcHLC3t8fe3p7g4GBCQkI4fPgwNWrUAJIb0L7//vts2bIFCwsL7O3tqV+/PuXKlaNt27YUKVIEgNatW6vjplyThYWFmqQzNzfH1tYWW1tbmjZtqjboTjn2yXsKpKtwguTqktKlS6vHrly5kgEDBmQZd8rnWbt2bUqWLEmlSpUwGAxqNVBmnxmQ5fU9KfXX/bN89qmv3c7OjiJFimRrqlfq873INWYlICCA69evs23bNtasWaN+jpCc5IqOjubixeRS/fv371OhQgWMRiNHjx7lyJEjrFmzhrCwMJycnIiPj8/0+0qj0aTpyfW063ny6yW/To1LUhSC9Ul0verB955+xBvTTiOd+/AxD+ISqFxlHmZmFpmMInJaQsJjoqPv5ZoeWHlZciJHeuS8TBZOBdEVL8C1w3lrBUlT8b17izXjvsTt2EEASegIIUQ+lu1Vq1IUL16c/v37Z7h96dKllCtXjpo1a6qrO6U8sD1LH4vSpUvTpEkT1q9fT8OGDalfv36Gx/n5+aVJnqQkjZ708OFDdWoRJD/gFixYkMDAwCzjuHv3LjY2Npnub9u2LXPmzOHUqVNcu3aN7t27Z3hcylSQTp060b17d6ZNm5aub4ytrS3//vsv//zzT7rr1Wg0T71/qfc/eaxWq1X/MW/cuDHnzp3j008/xcvLiw8++CDT1YmeNubz9PcxNzdXE0f+/v5UqlQpwyqmzOJIGSM1MzMzjEYj3t7eGI3GNIkpJycntVrnyfuY0biprym719+oUSOWLl2Koih4eXlRoUKFDFcQ8/X1TVNJkpIounv37lPjTn1eyPyHs2e5vqxk99rr16/Ppk2bSEhIIDY2FgsLC+rWrZutc2R2vme5xqw8fvwYnU6X4deXhYUFH3/8Mdu2baNkyZJqZU5oaChRUVH0798/3Xmy+r7K6tgnryfle/Dtt9/Gy8uLNm3aZOt68gpFUdBoNBwMimD8XW/CkzIu808wKoy87cVf71XknXd+59q1Qa840tdXcPBRypYdgkajea6/x0UynU4HSfKg/DLZ1C2BMTGJC3t3mDqUPCMxIZ5jK37D899ztP5yLNYFC2L2xM9NQggh8r4c60I7ffp03njjDbp06ZJuCtTz6N+/P5s3b2bv3r20bNkyw2McHBw4deqU+tpgMHD16tV0x5UqVYr79++n2aYoilo9odFoMnxotLW1xdvbO9NpHDqdjt69e7Ny5UqCgoIyrBoCiIqKYuHChaxevZojR46we/fudMds27aN69evM3To0Bdazv1p+vTpQ9GiRfnzzz/x9vZm4cKFL+1cT1O8eHGOHEm7AoWbm9tzj5eSyEv9Waf+nF+Wli1bUrduXdauXYurqytr165N0xg8hYODA5cuXVKrrQAuXbpkkrhTEomGF5xLX716dXr06IGLiwu7d+/GxcUly8Tgi57vWdjb2/Po0SPu3Lmjbkv99dW9e3cOHjzItm3b1GRKkSJFUBSFEydOqMfduXMnwwqr5zVp0iRu377N1q1bqVChAkOHDs2xsU0tyaiQYFQYc9uLz24+zDSJk+JyZCxLvQOxs2uMfbHmWR4rck5wyAnMzHS8++67pg4lT9PpdChJkgh7WTQW5ljXKI7P3ZsglSXP7OG1y6weO4y7rsk/J0szZCGEyF+eKZGTlJSU6W/Jb9++TVhYGHFxcVy+fJn4+Hi8vb3V/anfp9PpiIiIID4+Hh8fH/U3gql/M1irVi3Kli2LhYVFpomh9u3bc/bsWebPn4+bmxs//fST+pt1RVHU8Tp37szjx4+5dOkSkPzAXLFiRSpVqgQkP/BdunSJ8PBwjhw5QmRkJHFxcTRp0kRtZAqojVFTN2ju2bMnV65cUad4ZWTt2rUkJSXRoEEDOnXqpMaVch88PT25ffs2ERERJCUlqf1sHj16pCaRUj8Ap0zNCg8Px9PTM931Go3GdL9lTXm9cuVK3nrrLerUqUOjRo2yfEBNPWZGn1Fmv8lNfV0ZHZfyuk2bNty+fZtx48bh6urKkiVLMnzQTx1HVrE6OjrSrFkztm/frm6/ffs2PXr0UF+nHj/lazKza8ruPU3p29OwYUMaN26cabKiadOmGI1Gxo0bx5UrV1i1ahVxcXFPjTurc2d0r1PHnNn1FSlSBHNzcy5dusTjx485ffo0YWFhauVadj/7K1eu4O7uTqNGjWjUqFGGCawU9vb2XLlyhfj4eDWZGRwcjNFofO5rzOh1itKlS1OjRg2GDx/OoUOHOHr0KKdPn1b3v/3221SsWBEfHx91+phWq6VVq1ZMmjSJnTt38s8//7B7924sLS2zjPHJ/2d17PTp0+ncuTM1atSgVq1aaaYTbtu2LcM+X3mBUVG4ExNH83/vsvFxaLbf98uDx3jF66lUdQEaTfpppyLnRUZeJSkpSp3OKZ6PVqtFkYqcl8a6uj0arRmnNq4zdSh5VkJMDPt/ncPe+TNJ1CdII2QhhMhHsp3IOX/+PCdOnODevXv89ddf6apU+vbty++//87YsWNp3Lgxvr6+eHh4sH79egDWrVunrkJVt25doqOjGTt2LHZ2dupDXUq/mRStWrWiS5cumcbUsGFDJk2axLZt2xg/fjwtWrTA3t4ePz8/XF1duXr1Knfu3MHR0ZFff/2VX375hblz57JhwwYWLVqkjjN69GhmzJjBxIkTqV+/Pk5OThw/fhxHR0fmz5/Pjh076NGjB5cvX+bNN9/k77//Vt9rZ2fHhx9+mGnVECT/Rn/gwIGsXLkSjUZDx44dAejQoQMzZszg4cOHdOrUiZs3b9KtWzecnJxwdHRk9+7dXL58GXd3d/bt24eXlxeQXNnx/vvv07dvX8zNzfnnn38ICgri8OHD+Pr6cuLECTw9Pbly5QrXrl3jwYMHnDx5kuDgYBwcHFi6dCndunWjXbt2NGzYkKlTp6aL2dPTk6tXr3LhwgUePXqkrqK0bds2vL29uXjxIm5ubri7u6d7b5s2bfjjjz+4fPkyR48eTRPbkSNHCAoK4syZM5QvX545c+Zw5coVxo8fT9GiRdP1OAoODubvv//G09OTy5cvc+fOHa5du8aFCxd4+PAhhw8fJjAwkAMHDhAdHc1PP/1EcHAwkydPZtasWQwcOJAKFSpw48YNrl69yvHjx9UKjZTEyd69e/H19eXMmTN4eHhw7do19dpOnjyJr68vBw8eJCgoiBMnTuDu7s7Nmze5cOECPj4+ODg4sG3bNrp370779u1p3LgxgwcPTvcgX6RIEZYsWcKDBw/44osv0Gg0fPDBBwCZxp0Sz4ULF/D29lY/hz179pCYmJjmXvv6+nLu3Dk19qyur0CBAnz55Zd8/vnnzJ8/n3r16lG0aFEuXLjwTJ994cKFcXV15ZNPPqF9+/Y0b96cTp06ERcXl+7rYsiQIZw8eZKePXvi7OyMg4MDFy5c4N69e899jSmxnj17NsNV1ObNm4eTkxOTJk1iz5499OvXL83+bt260blz5zTbpk6dSt26dfnhhx9YtWoVAwcOJDQ0NMvvq5S/w7Zv3/7Uz6x48eKMGjWKzp0706ZNG+rVq6ce8/fff3Pt2rV015GbpTQ0XuIVSJtL7tyPe7bqpXijwohbj9CZF+Cdd357SVGK1BTFQHDISUqVyriKVGSPTquTRM5LZFuvJHGRkTz2uGvqUPK8e+dOs+6bkQT7eElljhBC5BMaJRdPkP/uu+/49ttvTR1GlmJiYli6dCnjx483dSjZMnPmTEaNGkWBAgWA5JWUZs6cyffff2/iyPKuxYsX06NHD7XhbUJCAosWLWLo0KH5fonfjRs3UqNGDSpXrgyAXq9ny5YtvPfee+lWrhIQHR3NkiVLmDBhApBcpRMWFsayZcuYOHGiiaN7dkmKQqg+iS9uPeJMePQLjTW9fCmGOBXH7dpgQkNP5lCEIjMlHDtSteo8fvvtt6f2ixMZmzRpEsYHMYSsuWnqUPIdrUMBSoytxb97d/DP+lWmDiffMNfpaNr3M2q0aodiNKIxy7EOC0IIIV6xXPc3eEhICGvWrMHFxUWd+pQb3bx5k82bNzN79mw6depk6nCy5datWxw+fBh/f391m5+fH2+88YYJo8rbQkNDWbduXZp7GhISgpWVVb5P4kByxUtgYKBafRQdHU1QUJC61LhIa9u2bTx48EBdRU6j0XDlyhVq165t4siez8nQKJpcuPPCSRyAWQ/88Y3XU6XqrzxHH37xjEJCT6EoxkwXExBPp9VqURJlqsrLYFPHEcVg5OyWDaYOJV8xJCZybNVS/lowiyS9XqZaCSFEHpbrEjl+fn4sXboUd3f3TFeByg2uXr3KvHnzqFatWoYrFOVGzs7OdOrUiSFDhlC/fn06d+7M4cOHM1yFTGSPnZ0dI0eOZMKECdSrV48OHTqwdu1aBg8ebOrQXonp06czb9486tWrR9u2bZk7dy79+/dX+ziJtDp06EDhwoXp0KEDjRo1onfv3uj1+iynZuY2KVOpfrrvx6du9wl7SkPj7Ir7/1WsdNoCvPPO4hwZU2QuMTGUqKgblC//cpvB51cajSZ5JUC9PAjnOHMNNrUdCXjoQZI+3tTR5Et3XU+xbsIoQv18ZIlyIYTIo3L11CohhBC5R5JRIcpgYMjNh5wOe/EqnIzMqFCaQWXsuXa1P2FhZ17KOUSyN98cQbk3R/LTTzNJSkoydTh5ik6nY8qUKUS5+hGx29PU4eQr1u/YU6xPZXbMnM6DKxdNHU6+ptVZ0HTAUN5t2RpFMaLR5Lrf7wohhMiE/I0thBDiqYyKglt0LM3/vfvSkjgAP9/3xy8hkarVfgPMX9p5BISEnMDMTJtnp/aZkrpCn1Tk5DibuiXQx8ZKEucVSErUc3T5YvYt+oWkxESZaiWEEHmIJHKEEEJkyvj/RZsrfILpeNkD/4TEl3q+WKORUbcfYamz5Z1qi57+BvHcoqJuoteHUq1aNVOHkuekJHKMksjJUeZFLLGsUIR756Ua71W6c+YkLt+MIszfV6ZaCSFEHiGJHCGEEBlKMiokGBWG3njINA9fEl/RTFzX8BhW+QRRrHgrihZt8ErO+XpSCA4+hqOjvakDyXNS+oAp8ZLIyUk2tR1BUTi1Ya2pQ3nthPn7sn7SGG6dPGbqUIQQQmSDJHKEEEKkY1AUHsUn8NHFu+wJCn/l5//hvj+PExKpWm0p8k/VyxMcchydzooyZcqYOpQ8Ra3ISZBETo7RQIE6JQj18yU2MtzU0byWkvQJHPp9IUdX/obRaJTqHCGEyMXkp2MhhBBpKIrC0ZBIPrp4D/fYBJPEEGswMuq2F5a6glSrusAkMbwOQkPPoCgG6tWrZ+pQ8pSURI4iiZwcY1mhCNrClvy7d7upQ3ntXTu8n+0/TiUxPk765gghRC4liRwhhBBAcgIHYJFXIAOuPyDGYNrfxp4Jj2atbzD2Dm0pXLiOSWPJrwyGaMIjLlGu3JumDiVPSZlaZYyX1b5yik3dkiQl6Ll54qipQxGA141rrJ80hoigAEnmCCFELiSJHCGEEBgUhURF4ctbj/j5vj+vphvO033v6UegPpF33vkD+Sfr5QgOOoaNTQGsrKxMHUqeoU6tkh45OcLMRod1FTseXJOVqnKT8Md+/DlpDF433dREvxBCiNxBfioWQojXXJJRITzRQKcrHuwICDN1OGnEpEyxsihM1SpzTB1OvhQScgKNxpw6daTqKbv+a3YsFTk5oUBNB9BopMlxLpQQG8OOn7/l0r7dAJLQEUKIXEISOUII8RozKAr3YuP58OJdLkfGmjqcDJ0Ki2a9XzDFHT+mcOH3TB1OvhMT60F8vD9Vq1Y1dSh5hlqREyeJnJxgU68EUaHBhPn7mjoUkQHFaOSkywoO/b4QxWiUqVZCCJELSCJHCCFeU4qicDA4gvaX3PFLSDR1OFma7uFHkD6Jau8sN3Uo+VJw8FHs7YuaOow847+pVbn7+yYvsChbEF3xAlw99JepQxFPceP4EbZ8Pxl9XKwkc4QQwsQkkSOEEK+ZlNL4+Y8C+OzGQ2LzwBKz0QYjo+94YWVRhCqVfzF1OPlOcMgJtFpLKlSoYOpQ8gSdTpf8fSQFOS/Mpk4JjIlJ/PvXTlOHIrLB985NXCZ+RZi/ryRzhBDChCSRI4QQrxGDomBQ4Mtbj5j94HGuaWqcHSdCo9joF0LxEp0oVLCGqcPJV8LCzmE06qldu7apQ8kTtFotijEvfffkThoLc6xrFMfn7k3IAwllkSwyKJA/p4zjwdWL0jNHCCFMRBI5QgjxmkgyKsQbjfS85pnrmhpn17eefoTqDbzz7gpTh5KvGI3xhIWdo2zZMqYOJU/QarXyAJsDrN+1R6M149RGaXKc1yTGx7H7lx+5dni/qUMRQojXkiRyhBDiNZBkVAhNTKLdJXfOhEebOpznFplkYMwdL6wsilK50kxTh5OvBAcfw9q6ALa2tqYOJddTp1aJF2JbtyRxkZE89rhn6lDEc1AUI8dWLVUTcfI9IYQQr44kcoQQIp9LUhTuxyXQ6tI97sTEmzqcF3YsNIrN/qE4lOhKwYLvmDqcfCM45CQajRn16tUzdSi5nlarBXlofSFaxwJYOBXk5smjpg5FvKALu7Zy8Lf5KIqCUabICSHEKyGJHCGEyMcMisKliBjaX3bHP5evTPUspnn4Ep5koHr1laYOJd+Ij/cmNvYhlStXNnUouZ5OpyNPNZjKhWzqlMBoMHJ260ZThyJywM2Tx9g5czqGpEQMBukCLoQQL5skcoQQIp8yKgqHgiPocc2TyKT8tbpIRJKBMXe8sbIshrPzj6YOJ98ICj5K0aKFTR1GrqfVakEKD56fuQabWo4EPvQgSZ/3qwRFslA/XxLjkz9Po0G+QYQQ4mWSRI4QQuRTLn4hfHbjIQn5dHWdIyGRbH8cSomSPbC1rWLqcPKFkJATmJvrqFq1qqlDydWSEzn58/vqVbCuUgwzay1nt24wdSgih1gXKkyPaT9iYVWAg3/cJC4qUZI5QgjxEkkiRwgh8qG5Dx4z4Z5Pvi8amOLuS0SSkXffXW3qUPKF8PCLGAyxvPfee6YOJVfT6XRoJI/z3GzqlkAfG8uDKxdNHYrIATora7pNmYGtnT17Frnx0C2EbbMuEhkSL8kcIYR4SSSRI4QQ+cx3Hr788vCxqcN4JcKTDIy7642VpT3Ob39v6nDyPEVJJCTkFKVLlzR1KLmaTqdDMUgm53mYF7XEskIR7p47bepQRA4w12rp9PX/sHd6gyOr7uDvEQFAdFgC22dfIsQ3BqNUrwkhRI6TRI4QQuQDKcu+Trrnw1LvIBNH82odDI5gZ0AYJUr1wsbG2dTh5HnBIcextLSmaNGipg4l19LpdJAklQbPw6aWIxgVTm9cZ+pQxIvSaGgzYhxOVd7hzDZPPC8HptkdH53IzrmX8fcIl2SOEELkMEnkCCFEHmdUFBRgzG0vVvsGmzock5ji7kOkwci7764xdSh5XkjISTQaDQ0aNDB1KLmWVOQ8J03ytKpQf19iI8NNHY14Qc36D+Xt+h9w5Yg3bsd9MjwmMcHA3kXXeHg9WP2FgxBCiBcniRwhhMjDUpI4X956xMbHoaYOx2RCEw18fdcbaysH3q74ranDydP0+kCiou9QsWJFU4eSa+l0OhSpyHlmlhWLYl7Ikn/3bDd1KOIF1e3UnffadMD93wBcd3pmeawhycjBP27gcTFQkjlCCJFDJJEjhBB5lEFRMCgw+MZDdgWGmzock9sXFMGewDBKlv4UmwKShHgRwcHHKFzYFjMz+TEhI1qtVhI5z8GmTgmSEvTcPHnU1KGIF/BO849o1Ks/PndCObLqVrbeoxgVjqy+hedlSeYIIUROkJ/QhBAiD0pO4ij0u36fg8ERpg4n15h0z4dog5F3a6w1dSh5WnDwcczMdNSoUcPUoeRK0iPn2ZnZ6LCuYsf9q7JSVV5WvnY9PhwygmDfaHYvuPpM71WMCkdW3uL+1SAU6ZkjhBAvRBI5QgiRxxgUBb1R4ZNr9zkeGmXqcHKVkEQD39z1wdrKkYoVppg6nDwrMvIaiYmRksjJhLm5OcZESeQ8iwLvOYBGwz9/rjZ1KOI5la5UlQ6jJxIdnsDWHy881xhGo8Lh5Td54BYsyRwhhHgBksgRQog8JCWJ0/OaJ2fDo00dTq60JyicfUHhlCozgAIF3jJ1OHmUkeCQ45Qo4WDqQHIlrVaLIomcZ2JTtwRRIUFEBPibOhTxHOyd3qDLxOkkJhjZ8P15jC/w5W80KhxafiO5AbIkc4QQ4rlIIkcIIfKIlOlUn7rd50JEjKnDydUm3PUhxmDk3XdlitXzCgk5joWFFSVKlDB1KLmOVqtF0RtMHUaeYVG2ILriBbhy+C9ThyKeQ6HiDnSf+iNotGyc8S9J8S+exDQaFA4uu8GjmyGSzBFCiOcgiRwhhMgDjIqCUYF+1x9wRipxnio4MYkJ93woYF2KCuUnmjqcPCkk5BSKYqRevXqmDiVX0Wq1ACh6qcjJLps6JTAmJnHxr12mDkU8I+uCheg+9UcsrG3YPvsSsRH6HBvbaFA48Md1vG6FYpRkjhBCPBNJ5AghRC5nVBSMwKAbDzghPXGybVdgOAeDIijlNBhr6zdNHU6ek5QUTmSkG+XLy/S01P5L5EhFTnZoLMyxrlEc7zs3eaH5OOKV01la0XXy9xQsVpy9i68T6heb4+cwJikc+P06PnckmSOEEM9CEjlCCJGLKYqCAgy7+ZAjIZGmDifP+fqeN3FGhRqyitVzCQ4+hq2tTfIqTQL4L5FjlEROtli/a49Ga8bpTfI9mJeYmWvpOH4Kxd8ox9E1d/C7F/7SzmVIMrL/t+v43g2TZI4QQmSTJHKEECKXSknijLj1iH1BssT48wjSJzHpng8FrMvw1lvjTR1OnhMcchwzMy21a9c2dSi5RkpSS0mQRE522NYrSVxkJI897pk6FJFdGg1tho/Bqdq7nN3hicfFwJd+SkOSkX2/ueF3T5I5QgiRHZLIEUKIXEqj0TDmjjc7A8NNHUqetj0gjCPBEZQpOxQrKydTh5OnREffRq8PoVq1aqYOJddQK3ISkkwcSe6ndSyARZmC3DhxxNShiGfQtN9nODdszLVj3lw75vPKzmtINLJviRv+7uGSzBFCiKeQRI4QQuRSX9/1ZvPjUFOHkS+Mv+tNvBFq1nAxdSh5TlDwURwd7U0dRq6h9siRipynsqlTAqPBiOu2TaYORWRT3Y7dqNW2I+4XAzm73fOVnz8p0chfS67h7xkhyRwhhMiCJHKEECIXmuHph4tfiKnDyDcC9ElMcfehQAEn3io32tTh5CkhwSfQai154403TB1KrpAytcoYL4mcLJlrsKnlSMADD5L08aaORmRD1aYtadR7AL73wjiy8qbJ4kjSG9m35Bph/jEYDdIgWwghMiKJHCGEyEUUReEP70CWeL38ngSvmy2Pw/g7JJIyb3yJlVVpU4eTZ4SGncFoTKJu3bqmDiVXUCty4mVqVVasqxTDzFqL69Y/TR2KyIa33qvLR8NGEeIXza55V0wdDonxBvYsukpspF6SOUIIkQFJ5AghRC5hVBR2BYYz3cPP1KHkW+PueqNXoIZMsco2gyGG8Ih/efPNsqYOJVeQipzssalXgoSYWB5cvWTqUMRTlHKuzMdjJxEbkcCWHy6YOhxVbISePQuvkqQ3yjQrIYR4giRyhBAiF0hSFM6GRzPqthfy4+rL45+QyP/u+WJT4A3efHOkqcPJM4KD/6ZAgQJYW1ubOhSTU5sdx0lFTmbMi1piVaEo986dMnUo4imKOb1Bl0nfkahX2PjdvxhzWfFL2ONY9i6+hmJUUCSZI4QQKknkCCGEiSUZFe5Gx9P/+gMSFflB9WXb+DiUk6GRlH1zJJaWpUwdTp4QEnICjcZcpleRKpEjU6syZVPLEcVg5J+Na00dishCQfvidP/fD2g0OjbNuIA+l35NP/aM4PCKm6AxdSRCCJF7SCJHCCFMKMmo4J+gp+c1T2KkD8ArM+aON4kK1KyxztSh5AmxsfeJi/elSpUqpg7F5HQ6HYqigF6+XzOkAZu6JQn19yE+KtLU0YhMWBcsRPepP2JpU5Adv1wmJlxv6pCydP9qEKc2u5s6DCGEyDUkkSOEECaSZFSINBjodtWT4MTc+ZvQ/MovIZGp7r7Y2JTjjTe+NHU4eUJw0DHs7YuaOgyT02q1yYkckSHLikUxL2TBhd3bTB2KyITW0pIuk76jkL0D+xZfJ8Q3xtQhZcv1Ez5cPvxIvv+EEAJJ5AghhEkYFIVERaHnVU8exefu34TmV3/6h3IqLIo3yo3GwsLR1OHkesEhxzE3t+Dtt982dSgmJYmcrNnULUFSgp5b//xt6lBEBszMzek4bgoOb77F3+vu4nM3zNQhPRPXnZ64/xsg/XJy2L59+/j8889faIz79+8zbtw4lixZkkNRvTrLly/nu+++M3UYQjwTrakDEEKI103KQ+CA6w+4Hh1n4mheb2Nue3GqXmVq1ljH+QutTB1OrhYefh6jMYFatWpx7949U4djMurUKpGOmY0O6yrFcL9w1tShiIxoNLT6YjRvvFMD1533uXchwNQRPTsFjq29jU0RS0qWL4KZed5onOPq6srMmTMJCwujXbt2AISHh7N3717Onj1LoUKFTBpfzZo1sbW1faExbG1tCQgI4M0338yZoF6hJk2aEBkpU0FF3iKJHCGEeMU0Gg0T73pzMizK1KG89nwSEvnWw5fZzhUoW3YIXl7LTR1SrmU0JhAa6krZsnVMHYpJabVakPY4GSrwngMA/2xYY9pARIaafDqIyh80xe1vb64c8TJ1OM/NaFDY/5sbXb+pRRHHApiZ5/4JBg0aNKBZs2acP3+eCRMmqNtr165twqj+U6pUKUqVer7m/y4uLvTt2xcHB4fnHsPUXvdKU5E35f6/+YQQIh9RFIXfvQNx8QsxdSji/7n4hXAmLIo33xqPhUVxU4eTqwWHHMPKytrkvz02JZ1OB1KRkyGbeiWJCgkiIsDf1KGIJ9Tu0IXa7TvjeTmQ01s9TB3OC9PHG9iz6CpxUYkY88hCAebm5um2ffzxxy9cCWNKixcv5ubNm+prMzN5tBTiVZHvNiGEeEUMisKxkEi+9/AzdSgiFYXkVaySFDNZxeopkpchN6N+/fqmDsVkkityJJHzJIuyBdHZW3Pl4F5ThyKeUKVxc5p8Ogg/93AOLb/59DfkETHhevYsvEpSohFjHvye3Lx5MzqdTk1+bNy4kfnz5/P1118zceJE4uL+m3q9bNkytm/fzrBhw3B2dmb48OHcunUr032XLl2ia9eu1KlTRz3uzp07NGvWDHf3tKt/BQQEMGPGDIYNGwbA0aNH6dKlC4cOHeLzzz+ndu3aHD58OF38t27d4syZM9y8eZM5c+ao8RqNRn7++Wfq16/P/Pnz1eMfPHjA/PnzmTRpEkOGDCE0NDTNeHq9nmXLltG4cWPu3r1L7969adiwIRcvXmTz5s00a9aMLl26qFOgFEXhjz/+YNGiRYwcOZJZs2ZhNBrV6/n888+ZN28eTZo04cKFC/Tr148NGzYwYcIEatWqhYuLC5Dc22fChAlMmzYNgK1bt9KqVSvOnTtHnz59qF+/PpcvX1bj3Lp1Kxs3bmTixIk4OzszaNAgTp8+/awfvxAvTBI5/8fefYdHVaZ9HP+eKekhhTRCqCEktBAgdBBRUBQLFuyN17Xsil3X7iooKOradXXtKCI2EJDee+8Q0kivM+llMpmZ8/4RyYq0QCY5k+T+XNdea2bOec5vkjCZued57kcIIZqBze5AVaGntwfdPN21jiP+IsNiZVpKDj4+PenU6W6t47gsiyWHyspUoqOjtY6iGYPBUFf9EyfwHhKGvdbGzt8XaB1F/Em3AfFc+vdHKMqt4Ne3dp/9hBamKLeS3z/ar3WMBsvMzOTFF1/k8ccf5913362/fd26dezcuZNHH32UN954g6KiIl5//XUANmzYUF+YmTlzJoqicPPNN9O7d+/T3jdo0CBeffVVqquriYiIAMDT05Obb76ZqKioEzIFBgYSGhpKVVUVUNcvJisri507d/L222/zj3/8g88+++ykx9K7d29GjBhBnz59eOKJJ/D09ARg//793HPPPXzyySd8/vnn1NTUYLfbmTVrFg899BAzZ87EYDDw73//+4TxjEYjgwYNIj8/n7y8PL777jvGjRvHK6+8Qq9evVi5ciUAS5YsAWDOnDlUVVXx0EMP8e6777Jx40Y+//xzAgMDCQkJ4dChQ1x66aVMnTqVuLg4SktL2b59O88++ywzZszgP//5DwCdOnXCw8MDq7Vu44lx48aRlpbGwYMH+eqrr5g4cWJ90SclJYXZs2dz8803M23aNPz9/bn00ksZNWpUI34rhDg/UsgRQogmZnc4qKix8fgPewk2GFga35PRAS13KnVr9VW2ia0lFXTr/k/cjO21juOyTKaV+Pu3Q1FaRpNRZzMajSgtYyVHs1Hc9Xj1DyEr4SA45JvjKsJ7xnDV489SVWblh1d3ah2nyWQnlrDpp6SzH+gCOnXqxLRp03jrrbe4995762///vvvGTBgQP3X119/PT///DN2u50jR47g7l73AVBgYCD+/v5YLBaAM94XExNDfHw88+bNA2DhwoVcffXVJ2UyGo20b9/+hK+9vb0ZN24cnp6exMTEYDY3fDl4XFwcQUFB9OnTh9raWkpKSti3bx/5+fnMnj2br776ipCQkLqi+J8oikJISF2frTFjxqAoCv369cPX15fY2Fj0ej09evSgsLAQgLlz5xIXFwfULem69tprmTdvHkajkaCgILp06UKfPn2YPHkybm5u+Pr6csEFF+Dn53fCY/rr4/f39wdgwoQJGI3GE449evRofW43NzciIiLqv99CNDcp5AghRBM6vrvNPd/sZMG+HC56Yy3WGhtz+0dyR7gUC1yJCjx8JAOHoiNOllidlsm8Fr3eSN++fbWOogmj0Qh2mZLzZ16xwWBQ2CBNjl1GYMdOXPvMy9is8P3L23HYWneBbf/qLBK357WoJVYTJkyo/++0tDRsNlv91506dcJqtVJcXMywYcM4ePAgNTU1FBcX4+bmxpAhQwDOeB/AXXfdxbfffovVaqWgoIDQ0NBTZvlrYf7PX+v1+vPaqe94wcNms5GXl4e/vz933XUXd911Fy+//DIvvfTSWXP8ta+QTqerz3Kq71l+fn79OOfymP5836kyHD82Li6O/Px8TCZT/c/noosuOvM3QogmIoUcIYRoQoqi8NyvB9mRVgxAbpmF4TNXczS3jFnRnZjeoyMtZPfUNiHdYmVacg6+vjFERNypdRyXVFq6C5ut6oRPj9sSo9GIKoWcE3gPDaO6rJT81JbfRLc18G0fxOQXXkWnd+OHV3Zgrbad/aRWYM3sBIpzK1tM8+OwsLD6/w4PDyc1NbX+a1VV8ff3JzAwkNjYWG644QZmz57NggULmD17dn3D+TPdB3UzW9zd3XnppZc0622mqipBQUHs3r0bk8lUf/v+/Y1bEneq71n37t0bNWZDrjl16lR+/PFH5s6dy3vvvUenTp2a9JpCnI4UcoQQook4VJWvN6cxd0fmCbdbbQ4uf28jC/Zmc3dEEN/Fdse3BWyf2lZ8kW1iR2kl3SOfwWAI1DqOy1FVG0VF6+jYsYPWUTRRV8hpGW8Um4Mh1Au3CF8Orl2pdRQBePj4cv3zr+Lh046f39hDRXGN1pGaja3WweKP9lNb45rNj202G47TLD286aabWLZsGeXl5UBdkeOmm25Cp9OxZ88ekpKSGD16NKNHjz5hSdKZ7oO6D5PuuOMOVq5cybhx406bTVXVE2aoOByOE74+3Ywco9FISUkJRUVFFBcXn/I4VVWJi4sjMDCQe++9l7Vr17JgwQIOHjx4ymPPdL0/33fTTTexYMGC+lk5+/fv55Zbbqk/zm63n3DeXx/TX693/L+P/4xO9fizs7NZuXIlY8eOZcSIEfj5+dUfX1VVxb///e8TmlQL0ZTknYMQQjQBm93BttQipi86fNpjHp67l9eXJjDK35cl8T3p7OHWjAnF6ajAQ0fSURU9Awd8rXUcl2QyrcHNzeOEvgJthdFoRLW53ptErXgPDsNhs7Plp++1jtLmGdzdue6Zl/ELCWXxRwcwZ1VoHanZlZstLP3vAVxtouv27dtZt24diYmJ/Pzzz/WNdY+75JJLuPvuu3nwwQd55513yM3NZerUqQD4+fmxZcsWbrrpJq644gouuugiJk2aRHV19RnvO27ChAlMnDgRN7dTv8YoKipi3bp1pKSksG/fPtavX09hYSHLly8nOzubVatWUVhYyPr1608698ILL2Tfvn2888475OXlsXfvXrZv305GRgY//fQTUNebR6/X8/HHH6PT6XjiiSfYtWsXkydPPmEsm83Gr7/+CsBPP/1Efn4+a9euJSUlhZ07d3Lw4EH27t3L1q1byczM5M4772T06NE88MADvPPOO/j6+nLDDTeQn5/PihUrSEhIYPXq1QDs27eP5ORk1q1bR3Z2Nr///jsAP//8M9nZ2WzdupX9+/eTlJTEzz//XJ87OzubTZs2kZyczL59+/Dw8CA9PZ1bb72VK6+8knHjxjFu3DgKCgooLi5m/vz5J+3GJURTUdTzWfQohBDitGx2B3llFq54fyMlVbVnPX5Mz2A+uWMQFlXlzgPH2FZa2QwpxdncGxHMyz3CSUx8iazsb7WO41Lc3IIYPWobO3bsYPHixVrHaVYPP/ww3hUGCj7cq3UU7ekVwp8fRn52CnOee1zrNG2aTq9n0j9fpEu/OFZ9c5TEbXlaR9LUgEs6M+LaHlrHcIrvv/+euLg4evXqBdRt0z1v3jwGDhzIvn37Tntf7969Afj111+JjIwkNjZWs8fQWqxduxaHw1HfF8dms7Fu3TocDgfjx4/XOJ1oa2RGjhBCOJHDoWK1O5jy5Y4GFXEA1iUWcunb68Hm4Oe4HtwQFtDEKUVDfJZVyJ6yKrr1eB6DwV/rOC7FajVRXn6YqKjW8UbpXNTNyJGlVQCefdqj8zSw5cc5Wkdp2xSFS+5/mK6xA9j627E2X8QB2LM8g+RdBS65xOpc/fvf/6agoKB+eU9FRQWFhYVERUWd8b6ff/6ZxYsXs3XrViniOMm///1vTCZT/XIui8XC4cOHT2gwLURzkRk5QgjhZPd/u4ulB8/9hbSXm47fpo6iR4gv76fnMyM1F3mC1lakpztrhkRjqTjEjp2TtI7jUrp1e5iuXf7Bq6/OPKkXQWv21FNPoWRaMH1xcn+Htibob/1QOhj54P9u1DpKm3bBrVMYfNV17FudycZ5LWMb7uZgdNdz/dPx+Id4omvBfegWL17Mp59+Sm5uLkFBQQwYMIDHH3+cwMDAM9530003UV1dzfvvv0/nzp21fhitwqZNm3j//fdJTU0lICCA3r1789hjj0nDY6EJKeQIIYST2B0qc7Zn8ML8xr3B+/T2QYzvHcoyUxn/OJJOlTRW1dTfOwXzYmQ4CQnPk5M7V+s4LqNdu/4Mjv+FxYsXs2PHDqeNe+jQofrdTPz9/bnssstOOiYrK4v8/HwcDgedOnWq3/0lNzeXrKwsamtr6dWrFwEB/5vdZrFYSEpKol+/fo3K99xzz2FLLMU8+0ijxmnp9AHudHhqCPtXLWPFp+9rHafNGnTFNVx4+92k7C5g6adSXPwrv2BPbnhuMEY3PYrO1TrnCCHE+Wu55WkhhHAhNruD1MIKXjlDc+OGunf2Lt5dmcS49u34fWAU4e5GJyQU5+uTzEL2lVcR2fMlDIZ2Zz+hjSgr209tbUmjCyN/ZrfbqaqqYuzYsYwdO5ZRo0ad4rplHDp0iIEDBxIfH8/evXupqqoCYNeuXURGRhIREcG+fftOOO/IkSPExMQ0OqNer8dhleKqd3wYqt3Bhu+lIbhWeo0ey4W3301uSokUcU6jtLCa5Z8dwuW6HwshRCNJIUcIIRpJVVVsDpX7v91NjZN6Z7yzKomp3+2mm6c7K+KjGeDr5ZRxxblzAA8eyQBFT1z/r7SO40JUTKY1hIWFOG3EtLQ0vL29CQoKIiwsDF9f35OOOXr0KB06dEBRFBRFISgoiOTkZAAqKysxGo0YjUYqK//XNDwjI4Pw8HCMxsYVRfV6PTqdDtXadpaSnZJSt1uVOTcLS3mZ1mnapK5xg5jw90cozqvklzd2ax3HpaUfNLPtt2NaxxBCCKeSQo4QQjSSoii8sOAgKYXO3ep16aE8rnh3A0aHyoKBPbg6xN+p44uGS6qqYdaxPHzbxdKhw+Szn9BGmM1rcXPzIDw83CnjpaWlsX//fn799VeOHTv1G6/8/Hy8vb3rv/bx8aGgoACA4OBgqqqqqKysrN8a3WKxUFZWRmhoaKPzGQwGANRa5xVyvju6iIt//RsX//o37ln10hmPXZ21ncc2zKr/emfBId7eM5sZO/9LcknGCccW15Tx1ZEFTsv5Zx5RAejbubFjwU9NMr44sw5R0Vz9+HNUV9Qy9xXnLWtszXYtTSN1X2GraH4shBAghRwhhGgUu0Plt305/Lgzq0nGTyqoYORrq8krqeaTPl15omtYk1xHnN3HmQUcrKimR89pGAw+WsdxCeai9aiqw2k7dlx88cVcc801REdHs3XrVrKzs086pqqqCjc3t/qvjUYj1dXVAAwbNgyTyYTVamXgwIEAJCQkEBMTg8lk4siRI2RkZJw0ZkPVF3KctLTKaq+loKqYWSMfY9bIx/jX0L+f9lhTdQlzjp641fv7++ZwRbcxjAiL4/PDv5xw37ykZdwYdalTcv6V15AwbJYaDq9f3STji9ML7BjBdc9Mw2aD71/ejkN2UGsYFVZ+eZjKYgsO6TsnhGgFpJAjhBDnyWZ3kFdq4dlfDjTpdcotNi6YtZb1iYU80S2MT/p0wUOaNjY7uwoPHclAUYz0j/1S6zguwWYro7RsL5GR3Z02pru7O7GxsfTp04fExMST7lcUBb1eX/+1w+FAUer+PXh5edGnTx969+6Nm5tb/ZIqh8PB5s2biY6O5tixY/UzeM7V8aVZjhrnzMhZkbmFMO8g+gRGMiikNxE+p581NDfxd67sduEJt+VXmfE2eODj5kV+VVH97euydzI0tB+eBg+n5PwznbcRz97tSd270+ljizPzCWzP5OdfRWdwY96rO6mpsmkdqUWptdhZ+t+DoMjfTyFEyyeFHCGEaIT7v91FRU3zvJi+44vtfLIuhSuC/VkwIIoQN0OzXFf8T0KlhTfScvHzG0BY2DVax3EJJtNKfHy8T5gl4wxRUVH1TYz/zNPTk9ra2vqva2tr8fT0POk4i8VCeXk5ISEhFBQU4O7ujk6no127dmRlnd8MuvoZORbnFHJWZW7li0O/MHnJ46zI2HLa4xYfW8+4TsNw15/4Pe7bvgf51UXkVZroFdANqFtSlV6eS1xw4xs7n4rXwLqeSOu/+6JJxhen5uHtw+QXXsXD149f39pDudmidaQWqSCtnK3zU5BNe4UQLZ0UcoQQ4jzNXJLAgezSZr/mY3P30svbgxXx0fTxOfkNrGhaH2UUcLjCQlT0q+h03mc/oZUzm9aiKHoGDx7s1HEVRTlh+/DjQkNDKS8vr/+6oqLilP1vEhISiI6OBup2w9Lp6l7y6HQ6HI7zW1pxvJDjcFLx9t+j/8lPl7/NtZHjeH3XF2zN23/SMdkV+VTaqokJPHnW01OD/o/DRSmUWyv5e+yNAPyYtJwbelzCkaJU5iUtY22Wc3uoeA/rQJmpgNKCfKeOK07P4ObONc+8hF9IB5b85yCFGc7tx9bW7FmRQXZiiSyxEkK0aFLIEUKIc2SzO1h7tIAvNmmzC8aCfTlc8+EmvBWFRQOjuDRItsRuTjYVph5JR6e4MSBOZiVUVB6lpqaQPn36NGqcmpoaUlNTcTgcqKpKQkICsbGxQN3W4WVldbsj9ejRg7y8PKBuWZXZbCYyMvKEsTIyMujYsWN94SUwMLC+j05lZeUpC0QNcXxpleqkpVUAfu4+TOk9iVujJ/JLysoT7rOrDhakruW6HuNPeW6wZyC3Rk/k5ujL8TF6sTZrB8PCYrGpdl7Z8SnXRl7M8owt7DedvETtfLh1aYexvSd7ly1yynji7HR6PVc++jRh3aNY+91RMg4Vnf0kcWYqrPjiEFaLHVWaHwshWigp5AghxDmwOxyUVNXy2Lx9aDkz+1BOGaNeW0VxeQ1f9u3GA52dtwW0OLsjlRb+nZ5HO79BhIZerXUczZlMKwkJad+oMWprazl06BC///4727dvp1u3bvj41DWVTk9Pp6SkBICAgAC6d+/Onj172LNnDwMHDjxhadXxJVXBwcH1t/n6+tKjRw8OHDiAoih07dr1vDLWz8hx0tKqP7u6+1gKq058k37InMyitHVcs/hhrlr0IO/t+44D5mSuWvTgSecX15SRXZlPbFBP9psS8XP3waAz0MW3A5ty9zglo/fgUOy1Nnb+3jS7YYmTjb/3QbrFDWLbojQStuRpHafVqCq1svKrwyjSb04I0UJJgwUhhDgHiqIw9fvdFFVatY5CSZWNUbNWM/ee4bwQGU5PL3eePJqFVdb+N4v30vO5MtifnjEzKSxcgcNxcj+XtsJkXkvHjjfTrVu3024bfjY+Pj5ceeWVp7xvwoQJJ3zdvfvpmyt7eHiccnZQ7969zyvXn9U3O7bUnuXIc6dTdET5dznhtpiAbnxx8bT6r9fn7GJ99i6eH3zvSef/nLyC22Pqvn8WuxWDUtcQWq/TU2Nr/POV4q7Hq38IGQn74TyXpolzM/rmO+l74TgOrM1i95J0reO0OukHzOxbnUnshRFS0BFCtDgyI0cIIRrIoaq8vyqJramuM7Xd4YAbPtnC7C1pTA4L5KcBkbQ36s9+omi0uiVWGeh0bsT1/0zrOJoqLt6Mw1Hr9D45rqZ+Rk5143vklNaUszR9E3a1binZvKRlTOk9CajbOjyzPA83vZEw76D6/7Vz88FNbyDMO+iEsY4vqTreDDnGvytFlrr+XQXVZiL9OjU6r1f/YDAobJjzVaPHEmc38PKrGTJpMil7C1g/1zlL48TJtvySQklBlfTLEUK0OFLIEUKIBrDZHexOL+a91claRzmlFxYc4tlfDjDA14tl8dFEezl/22FxskMV1byblo+f/xBCQiZqHUczdnsVJSXb6dKls9ZRmtT/llY1vpBTZbPw7dFFTFnxAm/u+ZpLOg+ng3fdcrDVWdtILWvYzlrFNWXkVBbSt31U/W3hPiFM7HoBXx1ZgA4d4zsNb3Re7yFhVJWWkp/qms+BrUnMqAsZe+c95KWWsvQ/B7WO06rZbQ6W/feQ1jGEEOKcKarsvyeEEGfkcKhU1Ni49J315Ja69pavAzsH8O09Q1F18LeDaawpKj/7SaJRjIrCysE96eausGljPA5HtdaRNNEp4i6iop7ljTfeOuW24a3BoEGDuOKKK8h+ZqPWUZqVMcyL0EcGsX3+T2z4/iut47RqXfoP5Nqn/kWZycJ3/9qmdZw2Y8AlnRl+TSSKIkushBAtg8zIEUKIs9DpFB6bt9flizgAuzOKGfP6aiqrbHwX2527Owad/STRKLWqytTDGej17vSP/VTrOJoxmeu2IR86dKjWUZqMwWCgLX7+5TU4DIfNzpaf52gdpVULi+zJ1U88R3VFLXOnO3fbeHFme1dkkJdSKkushBAthhRyhBDiDOwOBz/syGDlkQKtozRYYYWVETNXciCrlFd7RvB6zwgM8iFjkzpQUc176fn4BwwnOOhSreNooro6jerqLHr16qV1lCbTJgs5BgXvgaHkpyVjs2rf5L21CujQkeuem4bDpjD35e3YbVJQaE6qCiu+PIzdpra9f+NCiBZJCjlCCHEaDodKSVUtr/5+ROso58zmgKs/3MSPOzO5Pbw9c/tH4meQJshN6e20fFKqaojp/RY6XdP2KLLZ4NVX9CQmnrpCt3SJwpLfFZYuUfhtgY7j70uOHFGYM0fHl1/qyMw88ZzyMli0sHEvCwpNK2jf3r9RY7gyo9HY5t7kefYOQudpYNO877SO0mr5BLRn8osz0BvcmTdjJ5aqxvdgEueu3Gxh3ZyjsrxKCNEiSCFHCCFOQ6dTeG7+QcqcsEONVp78aT/TFx5mqJ83y+J70s3TTetIrZZVVZl6JB293oPYfp806bVWLFcwm09934EDCmazwmWXq0y4TKW0FHbtqntj8sNcHaNHO4iNVfltwYkvAVas1DFufONmAZjNa9Hr3YiJiWnUOK7KYDBA26rj4D00jJrKStL37dY6Sqvk7u3N9c+/gqevH7++tZcyk+sv4W3Njm7LI2VPgSyxEkK4PCnkCCHEKdjsDlYczmPpwTytozTal5vTuPPz7YQaDSyPj2akv4/WkVqtfeXVfJhRQEDgSIKCxjfJNVJSwN8fvLxOfX9eLlj+9F7QaATLH/2Xi4rAw6Pu3KKi/33qvHuXQt++Kh6NnEhUUrIdu93CoEGDGjeQizIajeBoO5UcfYA7HpH+HN2yQesorZLB6Ma1T72Ef1g4Sz85SGGGNKd3Beu/T8RW62hzs++EEC2LFHKEEOIvVFWlxubg+fmtZ9vXzSlmxr25ltoaOz/ERXJrh0CtI7Vab6Xlcay6hl69/41O59wZUBYL7NmjY/iI07/BiI1V2b9fYfduhapKqKiEIUPrjo+MVCkqUjCboGvXutvKyyAvD3r2bPybFofDSlHRJjp16tjosVxRW5uR4x0fhmp3sGHuN1pHaXUUnY4rHn2KsKho1s1JJP1gkdaRxB+qyqxs/DFJllgJIVyaFHKEEOIvFEVhxu9HyC+r0TqKU2WXWBg+cxXJeeW8FdOZl3qEyx+BJlDjUJl6JAOD3pN+/f7j1LFXLNdx6SVnnvIfGgZT/s/B11/p+OILHXfc4cDtj3rSHXc6OJYKlVVw/eS6cVau0jFuvMqxY7BypVK/DOt8mc1rcHf3wM/Pr1HjuCKDwdB2ZuQo4D0kDHNuFpbyMq3TtDqX3Psg3QcOYceiYxzZnKt1HPEXRzbnkpNcIkushBAuS17DCyHEn9jsDnalFzNne4bWUZpEjc3BhHc3sGhfDvdFBDM7tjs+evlT4Gx7yqr4OLOAwMALCGp/kVPGPHRQoWs3Fd92Zz/WVgt//7sDk0nhi8912O11twcEwITLVC69VMXTs653Tr++Dux2+OJzPWPHqmzbqpCUdP4567Yh1zFs2LDzH8RF1S2t0jpF8/DoGYDe143t83/UOkqrM/LG2+k7djyHNuSw8/d0reOIU1FhzeyEtjQBTwjRwsirdyGE+BMV+OdP+2jtS+Onfr+HN5YdZUyAL0sG9aSThzRBdrY3juWRXm0lps87KIqx0eOtXKnw1Zc6Hn9Mz+OP6Skuho8/0rFs2YkzaBITFdIzFGJ6qTzyqJ3MTIVVq06eZVNeBgUF0CMKkhIVfHxAr4ewMNi/7/xfHtTU5FJZmUx0dPR5j+GqDAYDShuZkeM1OAybpYYjG9ZoHaVVGTDhSoZdeyPH9heybs5RreOIMyjJr2Ln4jTplSOEcElSyBFCiD84VJV3VyWRUlipdZRm8dHaFO79eied3N1YHt+TwX7eWkdqVSyOul2sjHov+vX7qNHj3TXFwbPP2ev/5+cHt97qYPToE99k7NmtEBJSd5u/P1x5lYPkpJMLOatW67j44rrjrNa6Ig7U/b+tkRu1FZpW4u/v2+p6TLi5uaHaW/+bOp2PEc/e7Undu0PrKK1K9IgLuGjKfeSnlfL7Rwe0jiMaYPfydEoLqmWJlRDC5UghRwghqFtSlVpYwSfrUrSO0qxWHy3gsrfXobOp/BLXg+tDA7SO1KrsKqvi08xCAtuPJTBwTKPG8vOD9u3/9z+dDtr51e1AtWKFQv4fG6xFRKhkZv6vgKIo/2tsXJ9rl0K/fv/rndOla9025QBFxXVjNIbZtAadzkhsbGyjxnE1RqMRtQ28ofMaGALA+u++1DhJ69GlXxyXT32ckoIqfpq1S+s4ooEcNpXV3xxBJ0uQhRAuRp6VhBAC0OkUnvhxP7Vt4NP2vzpmrmLEzFVkmSv5oHcXnunegdY1j0Jbrx/LJctipXef9wFDk1xj5w4d2Tl1P7XhI1R8fWHZMoVNGxUKCxTGX/K/3+vyMigshMjI/50fHAyjRjtYtFCHovxvl6vzVVq2B5utggEDBjRqHFdjNBrB1vqfI7yHdqDMVEBpQb7WUVqF0Mgorv7nC1gqbfwwbXub6bPUWuSmlHJwfTaONrKsUgjRMjTNK0ohhGhB7A6VrzensTezROsomqm02hn71jo+vzOeh2JCiPJyZ+rhDKoc8o6jsaodKg8eyWD+gB706/cBBw7c75RxX3nVXv/fzzz7v//W6eDKK//8czvxzYdvO5gw4eQ3JJdeqp507PlSVTtm81o6dLjYKeO5CoPBgFrVuv9NuHVph7G9J3u++a5Jxt+dV8TOPDMAgR5uXB/T5aRj9uQXoap1s8lsDgfxYe1RFIWs8kqOlVRQ61CJDQ4gyMu9/pzqWhuHTKXEd2jfJLnPV0CHcK5/dhoOm8L307Zis7Xu35/WasuvKXQfEIyntxFFJx91CCG0JzNyhBBtmt2hUlhew5vLpekkwN1f7+SDNclcGuTHwoFRhLk1vkmvgO2llXyWZaJ90DgCAkZqHadZmMxrcXf3JDg4WOsoTmM0GlFb+Rtx78Gh2Gtt7Frym9PHtjscVNbWcnlkRy6P7Mj4bh1OOia9tILymloGhgUyIDSQylo7qSUVAGzKKqRXez+6tPNmR67phPP2FZbQP8S1loZ6BwQy+YUZ6I0ezJu5E0tFI5tPCc1Yq22sm3NUijhCCJchhRwhRJum1yk8/fN+qqz2sx/cRry1PJEH5+ymh5c7Kwf3pL+vp9aRWoXXUnPJsVjp0/cjQK91nCZnNq9HVR2tahtyvV6PWtt6CzmKux6v/iFkHjkATTAbL6m4HF83I2HeHkT4euHnfvJueSU1tVj/dG2DTsH6R1+icqsNN70Od4OOitr/FUVSS8rp7OuF0YX6mLh7eTP5+VfwbOfPgrf3UlZo0TqSaKTUPYUc22+SxsdCCJfgOn/xhBCimdkcDhbszWZtYqHWUVzO7wfyuPq9jbir8NvAKK4I9tM6UotX5XDwUEIG7kYf+vV9T+s4Ta621kx5+WEi/9yMp4UzGAytupDj1T8YDAob5nzdJOMnFZWzI9fM7IPHSCoqO+UxXdp5k15aSWpJOTU2OxabnahAXwDCvD2osNoor7ER7OUB1C2pKrZYCff1apLM58NgdOOap/+Ff4eOLPvvIfLTyrWOJJxk/fdHsdtV2ZJcCKE5KeQIIdokh6pSWWPn5YWHtY7ishLyyxk5czUFpRY+69uNR7qEah2pxdtSUsnnWYW0D76UgIDhWsdpcibTStq188FgaB0t+eoKOa139p730A5UlZZScCy5Sca/MiqC2/t2p2+wP2sy8skorTzpGH8PNy7uEsaa9HxWp+dxYedQDLq6l6sXdg4lv8pCjd3OiI5BAOz/Y0lVQaWF/QXFpBRrWzRRdDomPvxPOkTFsP77RNL2mzXNI5yroriGLb+0rd0thRCuSQo5Qog2SacoTFt4iKJKq9ZRXFqZxcbo19ewKdnE09078FGvzrhLj4BGeTU1l9yaWvr0/ZjW/mfYZF6LTmdg4MCBWkdpNJ1Oh06nw2FtnTNyjGFeuHX04eCa5U16HQ+DnsEd2jMwNJADppJTHmNTVS7tHk6ZtZZVaXk4/pj94ONmZEBoIHGhgbjp9aQUl9O5nTcOVWVVei59g/1JKi4jt6K6SR/DmYz72z+IjB/Kzt/TOLwxV7McoukcXJdFYWY5jja4y6UQwnW07leQQghxCja7g4PZpfy8O1vrKC3GrZ9t4/MNqVwdGsD8AT0IMraOGRZaqLI7ePhIBu5GX/r2eUfrOE2qvPwgtbXF9OvXT+sojXZ8VpHaSvtpeQ0Ow2Gzs/WXuc1yvd5BflRaa0+6Pae8ClOVhQhfL67oEYGpuob9BcUnHVdda6O0ppYOPp7kVFTjYdCjUxT83d1IK61ojodwkhE33EbsxRM4vCmHHYvSNMkgmp6qwoa5iej08qGGEEI7UsgRQrQ5Br2OaYtkSdW5mr74CP/8cR99vD1ZMbgnvbw9tI7UYm0qqeCrbBNBIZfj5zdY6zhNSKXQtJqwsJa/c9X/CjmtcEaOQcF7UCh5x5KxWZtnlqKiQJDXyc8hqaUVtPujCbK30cDgDu3Jqzx5hs2BwhJiQ/wBsDlUdErdm2qdomDXoH9J3KVXMPy6m0g7YGLtt7ILYmuXl1pG8q4CaXwshNCMFHKEEG2Kze5g5eF8th8r0jpKi/Tz7myu+2gz7RQdvw/qyfj27bSO1GJNT8khv6aWfrGf0pr/HJtNazAaPYiIiNA6SqMYjUYAHDWtbwtpzz5B6DwMbJ43u8muYbHZOWouw6HWNYrdX1BCfFh7APYVFFNiqSsgBXm6Y64+cYen4L8UfI4vqTreOyfEy52qP3axqqi1EeTp3mSP41R6DhvFRVPuoyC9jMUf7m/WawvtbPk1GVlcJYTQSut95SiEEKegKAozfj+idYwW7UB2KaNfW0NppZWv+3Xj751a/mwLLVTaHTyckIG7sR19er+ldZwmU1S8EVW1M2TIEK2jNEprXlrlPSSMmspK0vfvbbJrWO0OducX8WNCOuszC4gK8KWde11xLKW4nCJLDQDRge3wNBjYm19EgrmUsppa4kIC6seprrVRZq0lzMez/rZ27m70au/HzlwzChAV4Ntkj+OvOvfrz8SHnqTMVM2Pr+9stusK7ZWZLOxfnYXDIeUcIUTzkyYHQog2w+ZwMGdbBqmmk3dKEeemqMrKiNdW8eN9I/hXj4709PLgn4lZ1MqWrOdkQ3EFs7NN3BJ+JX7Zsykt3a11JKez2copLd1N9+7RWkdplOOFHIeldRVy9IEeeET6s2/lkia9Tjt3Izf37nrK+66N7lz/34qiEN+h/WnH8TQaGBAaeNLtcae4ramFdItk0pMvYqmqZe607SCrbNqcnb+n0XtkB9w8DSiK9MwRQjQfmZEjhGgzrDYH765M0jpGq+FwwHUfb2bOtnRu6BDIj3GRBBj0WsdqcV5OyaHQaqNvv/9qHaXJFJpW4+3tjbt78y55cabjS6tUS+taWuU9KBTV7mDj999oHaVF8Q8L5/rnX0F1KHz/8g5stVLFaYus1Ta2/XZM6xhCiDZICjlCiDbB4VD5YHUyZtlu3Ome/fUg/5p/kEHtvFge35MeXi33zboWKuwOHknIwMPNn9693tQ6TpMwm9eiKHoGD265jZ3rZ+TUtKIZObq6ZVXmnEwsFeVap2kxvP0DmPzCqxjcPJg3cxeWipN33xJtx6H12ZSZLLLESgjRrKSQI4Ro9RwOFVNFDV9skk/Nmsq32zK45dOttDcYWDqoJ2OasUdFa7C2qJw5OWaCw66mnW+c1nGcrrIykZqafPr06aN1lPNW3+y4uvXMyPGICkDv68a2+fO0jtJiuHl6cf1z0/H2D2DB2/soLTh5Ry3RtjgcKht/TEKnk6VVQojmI4UcIUSrp9MpvLY0AYtMfW9SO9KKGfvGGqotNub0786UjkFaR2pR/pWcjdlqp1//z7SO0iQKC1cSHNz8fUycpX5GTnXrmZHjPSQMm6WGhI3rtI7SIuiNRq556l8EduzEsv8eJv9YmdaRhItI228iO6lEtiMXQjQbKeQIIVo1u8NBQl4Zv+7J1jpKm5BfVsOImas4klPGzJ4RzIjqiF4+pGyQcruDRxMy8HALoFfMa1rHcTqTeQ0GgzuRkZFaRzkv9btWtZIeOTofIx692pOyZ7vWUVoERdEx8aF/Eh7di/U/JHFsn0nrSMLFbJyXiCKzcoQQzUQKOUKIVk2v0zFt4WFkM6XmU2tXueL9jfy6J4u7OgbxfWwk7aQJcoOsLirnh1wzIWHX4evbT+s4TlVcvBWHo5b4+Hito5yX+mbHNa2jkOM1MASA9d99qXGSluHiu/9Oj8FD2bUknUPrc7SOI1yQKbOCo1vzZFaOEKJZSCFHCNFq2ewO1h0tYHOKWesobdKjP+xjxu9HGOHvw9JBUXT1dNM6UovwYnIOJTY7sbGfax3FqRyOaopLttKlSyeto5wXg8GAw+FoNVtM+wztQJmpgLLCAq2juLzh199C//GXcWRzHtsXSq81cXpbF6TgaCXPEUII1yaFHCFEq6VTFF79/YjWMdq0zzYcY8qX2wl3M7I8Pprh/t5aR3J5pTY7jyZk4uHenujoV7WO41Qm02o8Pb3w9m55vwcGgwG1lUztc+vaDkN7T3Yv/U3rKC6v//jLGDH5FtIPmVkzO0HrOMLFVZZY2bMsHVV2sBJCNDEp5AghWiWb3cG8nZkk5ldoHaXN25BkYtxb67Bb7fzYvwc3h7XchrfNZYW5jJ/yigjrcAO+Pi13p6e/qtuGXMewYcO0jnLOjEYjrWWNpvfgMOy1NnYvWah1FJcWNXQkF9/9Dwozylj0/j6t44gWYs+KDCyVta2m8CuEcE1SyBFCtEo2h8pbKxK1jiH+kFVczfAZqzhWWMHbvTrzYmS46/wBstnwmf4k+qOHTn+MtQa3lYsxbl2HPrXu98pweD8e3/0Xzy/eR5eZdsLhSlkp7gsbt6Xz80nZlNocxPb/olHjuJLq6gyqqtKJiYnROso5q5uRo3WKxlPc9Xj1Dybz8H5kDcjpdeoTy8SHnqTcXM2813ZqHUe0ILU1drYvkiV4Qoim5TKvo4UQwlnsDpX/rEuhsLxG6yjiTyw2B+PfXs/Sg7nc3ymYr/t1w1uv/Z8h9+UL0JkLT3u/UlmB16dvUxs3mNphY7B37wmAxw9fYB09DltsPB7zvz9xzBULqRl/VaNyldjsPHY0Aw/3IKJ7TmvUWK7EZFpJYKCf1jHOWWuZkePVPxj0ChvmfK11FJcV0rU71/zzRazVdr6ftr3V9EUSzefIplyqy2VWjhCi6Wj/CloIIZxIVVVKqq18uj5V6yjiNO7/djfvrEhkbGA7fh8URYS7UbMs+uQEHP6BqF4+pz3G87N3qRl/JWpQyAm368yF4OmJ6uWNruh/WxEbdm2htu8A8PBodL5lpjJ+ySsiLPxmvL2jGz2eKzCZ16LXu9G7d2+to5wTg8HQKt7Qew/tQFVpCQVpKVpHcUl+oWFc/9wrqKqOudN3YLO2gh+6aHZ2m4NdS9K0jiGEaMWkkCOEaFVU4MPVyVRZ7VpHEWfw3upk7p+9k64e7iwfHM3Adl7NH8JiwbhnO7Ujxp72EMP+XegLctGnJeP1/kzcf50D9rrtp+2RMShFJhRzAfZuPYC6JVX6vGzs0c7ra/NcUjZldgf9+3/ltDG1VFKyE7u9moEDB2od5ZwYDIYWPyPH2MEbt44+HFizXOsoLsnLz58bXpiB0cOTH1/bTVWZVetIogU7tDFHeuUIIZqMFHKEEK1KucXG99sztY4hGmDlkQIue2c9ervK/AE9uCbEv1mv7758ATWXXn3GY4zbN2Lr1gPrxROpnjIVt+0bcf+trvdN1V3/wJCahK6ygurJd9aNuXIRNeOvRH8sCbcVCzHu3NLonMU2O08kZOLpEULPqH81ejytqaqVoqKNRESEax3lnBiNxhY/I8crPhSHzc62X37QOorLcfP05PrnpuMdEMiCd/dTkl+ldSTRwtlrHexakq51DCFEKyWFHCFEq2F3qHy+MZXqWpmN01KkFlYyYsZqcoqq+bhPV/7ZLQylGa5rOLgHe9ceqO3O3KtFn5uFPTIGDAZUH1+soy7Gbet6ANSA9tRcdg01EyaBpxfGnVuo7TcQ7Ha8PnsX60WXYdy2Hn3S4Ubn/d1UyoKCYjp0vA1vr6hGj6c1k2k17u6eBAQEaB2lwQwGA0pLLuQYFLwHhZKXmoTNKjNN/kxvMDDpny/SPqIzyz87TF5KqdaRRCtxaEM2NVU2mZUjhHA6KeQIIVoNq83B15vl06+WptJq48I317L2aAGPdQ3j0z5d8dQ1bTnHfeUivL78gHaPTqHdo1NQik14f/Q67kvnn3ig3X7Czj72jp1RKk/e0l4pK0VXkIs9qheGxMM4fNqB3oAjrCPGfc7Z8ebZxCzK7Q76x7X8JrVm8zoURWHo0KFaR2kwNzc3VHvLreR49glC52Fg87xvtY7iUhRFx+UPPUnHmD5s+DGZ1L2ms58kRAPZrA52L0uvW/cthBBOJIUcIUSrYHM4mL01ndLqWq2jiPN015c7+GhNMpcH+/HbwChC3QxNdq2qKQ9S/tzr9f9T/QKovu0+ai4Yf8Jx9ojO6Ary/neDXo8j7OQlQW6rFlMz7goAFGsN6PUAqHo91Nqcktlca+efRzPx9AglqsdzThlTKzXWfCoqEunZs6fWURrMaDSi2lruuzHvoWHUVFSSfmCv1lFcykVT7iNqyAj2LMvg4NpsreOIVujgumysFpkpLIRwLinkCCFaBxU+3yg7VbV0s5Yd5ZG5e4j28mBFfDT9fDyb5Dqqnz9qUEj9/9DpcbTzBy9v3JYvRJeXA4D1ossxHtwNtXUFQn1KIjVjJ5wwlnHnFmz9BoKbGwD2rpHoykoA0BWZsHfq4rTcCwtLWVRQQnjEXXh5dXfauFooNK3E398Xna5lvBQxGo3QQmfk6AM98Ojuz5Et67SO4lKGXXcTcZdOJGFrHlsXyN8P0TRqa+zsWZGO6mi5hWAhhOtpGa+ehBDiDGx2Bz/tyiK/rEbrKMIJFu7L5eoPNuKFwqJBUVwedOY+Ns7mtnMTuuwMAOzde2K56kY8f/gStxULwWikduRF9ccqZaXoTHnYe8TU3+YIDsM66mLcF84DRaF26AVOzfd0YhaVdgf9+7fsJVZm81p0OiP9+/fXOkqDGAyGFjsjxzs+FNXuYNPc2VpHcRmx4yYw8obbyDhsZvXXR7SOI1q5A2uyqJXdNIUQTqSo0n1LCNHCORwqF721ljSz7DLSmvh5Gvj94dF09PdiRmoO76UXaB3JZVwd4s8nfbqSnv5fklNe0zrOedIx5oLdZGcX8eWXX2od5qwee+wx3ItVCj/er3WUc6ODDs8Mpbgkl6+feEDrNC6hx5DhXPXoM5izK/nh1R1axxFtxOCJXYmf2A1dE/eAE0K0DTIjRwjRotnsDpYczJUiTitUWm1j1Otr2Jpq5tnu4XzQqzNuirwABlhQUMLSwlLCO92Np2dXreOcJwcm01o6dAjROkiDGAwG1NqWt7TKIyoAva8b2+bP0zqKS4jo3Y8rHn6K8uIafpgpRRzRfPavycLeAp9DhBCuSQo5QogWzaDX8dHaFK1jiCaiqnDTp1v5atMxrgkN4NcBPQgyNl0T5JbkycRMqh0qcS14FyuzeQ1ubp6EhoZqHeWs9Hp9iyzkeA/tQK2lhoSN0h8nuEs3rnnqRazVdr6fvg1a3o9TtGA1VTb2rszAIb1yhBBOIIUcIUSLZbM7WJ9YyKGcMq2jiCb20sLDPP3zfvr5erI8vicx3h5aR9JcodXG04lZeHlGENn9Sa3jnBdz0XpU1dEitiFviTNydD5GPGICSd29TesomvMLCeX6518B9MydvgObpWX9LEXrsG91Jnab/O4JIRpPCjlCiBbLoNfx4ZpkrWOIZvLjzixu/Hgzfjo9vw+K4uJAX60jae6X/GJWmErp2PkePDw6ax3nnNXWFlNefpDIyEito5yRoijo9XocLaxZqdfAuplO6+d8pW0QjXm282PyC6/i5uHFT6/tpqrMqnUk0UbVVNrYvzpLZuUIIRpNCjlCiBbJ5nCwN7OYbceKtI4imtGezFLGzFpNeVUts2O7c29EsNaRNPfE0UwsDhgQ943WUc5LoWklvr7eGAyuu2TueDbV2rI+SfcZGkZZYQFlhW23UbjRw5Prn5uOT2AQv723n+I86acmtLV/dWbdumEhhGgEKeQIIVokg07H+6tlNk5bZKqwMnLmKvZnljAtqiNvRkdgaMM9kPOtNp5NzMLLqxPduz2qdZxzZjatRaczEB8fr3WU0/pfIaflzMhx69oOQ3tPdi/7TesomtEbDEz65wsEderCii+OkJtcqnUkIagqs5K0swCHvWUVhoUQrkUKOUKIFsfuUEkuqGB1Qtv9lLmtszlg0keb+WFHBrd0aM+8/j3wN+i1jqWZH/OLWW0uI6LL3/Hw6Kh1nHNSXnEYq7WIfv36aR3ltIxGI9CyCjneQ8Kw19rYvWSh1lG0oShcNvUJInr1ZeNPKaTsLtQ6kRD19q3KRKeXt2FCiPMnzyBCiBZHr1N4f3WSzEwWPPXzAV767RCD/bxYFt+T7p7uWkfSzGMJmdQ4IC5uttZRzpGKybSSkJD2Wgc5rfoZOTUto5CjuOvxig0m4/A+cLTNT/0vuuteeg4byZ4VGRxYk6V1HCFOUJhRTl5KqfTKEUKcNynkCCFaFIeqklNSzaL9uVpHES7imy3p3PbZNkIMBpbF92RUgI/WkTSRZ63l+aRsvL260LXrg1rHOScm81qMRg86d3bNhs3HCzmOFlLI8YoLBr3Chjktd2v6xhh6zQ0MmHAlidvz2fprqtZxhDilPSsz0Ona8LpgIUSjSCFHCNGiKMDHa1Owy6dY4k+2pRZx0RtrsdbY+KF/JHeEu+7sjqY0N6+IdUVldO76IO7u4VrHabCiok2oqp0hQ4ZoHeWU6pdWtZBCjvfQDlSVlFCY1vaKGP0uupRRN91BVkIRK788rHUcIU7r2D4TFcUWVJleLIQ4D1LIEUK0KJZaBz/vlmny4mS5ZRaGz1zN0dwyZkV3YnqPjujb4IedjyZkUqu2rF2s7PYKSkp20rVrF62jnFL9jByLTeMkZ2fs4I1buA8H1i7XOkqz6xE/jPH3PIApq5wF7+zVOo4QZ6Q6VA5vygWp4wghzoMUcoQQLYbN7uDXPVlUtaCGo6J5WW0OLn9vI7/tzebuiCC+i+2ObxtrKJlT88cSK+9udOnyD63jNJjJtBpvby88PDy0jnKS4zNyHNWuX8jxHhyGw2Zn2y8/aB2lWXXs1YcrHn2KipIafpyxQ+s4QpxRx+gALru/H4Mv7yr9/oQQ56VtvboVQrRoBr2O77dnah1DtAAPzd3LrKUJjPL3ZUl8Tzp7uGkdqVnNyS1ifVE5Xbo9gptbqNZxGsRkXoOi6F1yeVV9s2NXL+QYdHgNDCEvNRGb1ap1mmYT1Lkr1z71ElaLgznTtrXV/s7CxRncdPQZHc4tLw1l0qMD6BLTjtJFCyn7fTGqzcWfW4QQLkcKOUKIFsHhUEnIK+NAdqnWUUQL8Z91qfzt6x1EuBlZHt+ToX7eWkdqVo8lZGBTlRazxKqqKgWLJZc+ffpoHeUkLWVplWef9ug8DGya953WUZpNu+BQJj//Cih65k7fgc0iVRzhWtoFeTLy+h5MmTWKMbdE461UkjdzJolxceT+8ymKPv8c5Y/nGCGEaCgp5AghWgYFvt2SrnUK0cKsPVrIpW+vB5uDn+N6cENYgNaRmk1WTS0vJmfj49ODLp3v1TpOgxSaVhAU5Ho/o5aytMpnaBg1FZVkHNirdZRm4enbjskvvIqbpzc/vb6bqtK2MwtJuL5OvQKZ+EAst00fRuyFEdgSDpJ2yy2kjBlD8df/K7DXJCRQvX8/ql2WjQshGk4KOUKIFsFqc7Bgb47WMUQLlG6uYsTMVaSZKnivVxee696BttIDeXaOmU3F5XTp/jhubsFaxzkrs3kder0bUVFRWkc5gcFgqNtZxoUne+gDPXDv7s+RLeu0jtIsjB6eXPfcdHzbB7Hwg/0U51ZpHUkIjO56+l3YkdumDeOqh+OI6OFDya+/kjRiOOk33Yxlz95Tnlc0+1sUvb55wwohWjQp5AghXJ7N7mDhvhzKa1z703DhuqqsDsb9ez3LD+UxtXMIX/bthlcbaYL8aEImNlXXIpZYFRdvxeGwMmjQIK2jnMBgMKA6XLsjqXd8KKrdwaa5s7WO0uR0egOTnnye4M5dWfllAjmJsuRWaMsvxJNRN0QxZdYoRt/YE097GbnTppM0YAB5zz6Ho6zsjOeXL1uGvVR+j4UQDdc2XsUKIVo0aXIsnOXe2bt4d2US49q3Y/HAKMLdjVpHanIZFivTUnLw8elJp053ax3njBwOC8XFW+jcuZPWUU5gNBrrZuS4Kh14DwnDlJ2BpaJc6zRNS1G4bOpjRPTux+ZfUkjeVaB1ItFWKdClb3uufKg/t00bTr8Lwqk9uJe0yTeQMnYsJXPmNHgo1Wql+Id50vRYCNFgUsgRQrg0h6qSUlDB7oxiraOIVuKdVUlM/W433T3dWREfzQBfL60jNbmvsk1sLamgW/d/4mZsr3WcMzKZVuPp6Ymvr6/WUerVL61yUR49A9H7uLF9/o9aR2lyY++4h+jho9m3MpN9q7K0jiPaIDcPPbEXRXD79OFcMbU/4V28KJ43j6Rhw0i/9TYsBw+e17glP/wAOnlrJoRoGHm2EEK4NhW+3SZNjoVzLT2UxxXvbsDoUFkwsAdXh/hrHalJqcDDRzKwoyPOxZdYmcxrURQdQ4cO1TpKPaPRCC5cyPEeEkatxULCptbdH2fIpMkMvPwqknbks/mXFK3jnCC3NIXdGStJKdxLtbXipPt3pC1he9rv7EhbwpbUBfWFwYyiI6w+Oodlh7+ksPzEmadV1jK2HlvYLPnF2QWEeXHBTT2ZMmsUoyZH4VFTTO4LL5I0aCB5L/4LR8XJP/dzUZudTeXGjTIrRwjRIFLIEUK4NLtD5Zfd2VrHEK1QUkEFI19bTV5JNZ/06coTXcO0jtSk0i1Wpqfk4OsbQ0TEnVrHOS2LJYuqqmPExMRoHaWewWBw2UbHOh8jHjGBpO7ernWUJtV37HhG33wn2UeLWfHFYa3jnOBQziaOmQ8ysPM4IoPj8HTzOeH+Y6YDlFnMDOl6OYO7XkZlTSlJBbsAWJs4l77ho+kWFMvm1AUnnLc7YyUDO41vtschTqYo0DU2iKsfieOWl4bRe1QHavbt5ti115Jy8cWU/OjcWXDF382RrciFEA0ihRwhhMuy2R0sPpBLaXWt1lFEK1VusXHBrLWsTyzkiW5hfNKnCx661run1RfZJraXVtA98hkMhkCt45xWoWkVAQF+WseoZzAYXHZGjvegUADWz/lK2yBNKHLQEC6590HMORXMf3uP1nFOkF2SRGLBToZ3u+q0xxRV5WK1W+q/1uuNWO3VAJRZinAzeOBh8KLcUlR/TFLBLrq274ubwaPpwovTcvcyEDeuE7e/OoKJ/4glLMKdou/mkDxkCBm330HNkYQmuW7Fxo3YimUpuRDi7KSQI4RwWXVNjjO0jiHagDu+2M6n61O4ItifBQOiCHFrnZ+IHl9i5VD0DBzwtdZxTstsWoNeb6RPnz5aRwH+WFrlojNyvIeGUVqYT1lh62z62zGmD1c++gwVJTXMe8X1Zh1tSP6JAK8w1ibNZcG+98ktTT3pmO5BsRwz7SepYDeW2kostZXEhNYtHQz3i6TcUkSZxURYu65A3ZKqoso8IgJ6NudDEUBguDcX3hLNXa+PZMS1PXCvLCT76WdIio8nf/p0HFVNvM293U7ZwoWyvEoIcVZSyBFCuCRVVUk3V7LtWNHZDxbCCWb8nsDj8/bSy9uDFfHR9PHx1DpSkzhWbeXVlFx8fHrRMfxWreOcUknpLuz2KpfZhtxgMKC4YCHHrVs7DIGe7F7ym9ZRmkRQpy5c8/S/qLU6mDttBw4X+xkUV+VTUJ5Jnw4jGNvzZiICopm/732qrCduNR3gFcalvf+PFUe+YtnhLxgXcwcGvRsA43vdSV5pKpbaKkZHTQZgT+YqBnYeT17pMXZnrCTxj2VYomkoOoVucUFc8/hAbn5xKDHDw6jZuZ3Uq64iZfwllM2f36x5Shf/LsurhBBnJYUcIYRLUlX4dqvMxhHNa/6eHK79cBPeisKigVFcGtRO60hN4rOsQnaXVdE96gUMBn+t45xEVWsxm9cTHu4afYuMRiOq3fWWVnkPDsNurWVPKyzk+AYFc/3zr6AoRuZO34HV4nozFMyVOXgYvQj27QRA/45jAZVU076TjrU7armi398prTax9PDnOBx2AHw9Ahjc9TLiu1yKu8GTxD+WVDlUO0sPf07/iLEk5G0luySpOR9am+DubWDAJZ25Y8YILr8/lpAwA+avvyFxcDwZU/4Pa3KyJrks+/ZRm5urybWFEC2HFHKEEC7Joar8vFu2lhXN72BOGaNeW0VJRQ1f9u3GA51DtI7kdA7goSMZoOgZEPeV1nFOyWReg7u7J+3ba79dupubG6rdtaaDKB56vGKDyTiyX+soTufp244bXpyBu7cvv8zaTWWJVetIp+RQHTjU//1eGPRG/DyDqa6tPOG4rOJE8ssz6BzYi2sHPEpheSZ7MledNF6VtYzSqgI6+keRXZKIp9EHvU5PoFfYKYtD4vwERfgw9vYYprw+iuGTIjGW5JH9xBMkDR5MwcyZYLGcfZAmVrpggSyvEkKckRRyhBAux2Z3sPxwPkWVrvniXbR+JVU2Rr6+ml3pxbwQGc67MZ1wU1pXE+SU6hpmpubi69uX8A43aR3nJGbzOhRFcYltyI1GI9hcq5Dj1T8E9Aob5rhur6PzYXT34Lpnp+HbPphFHxzAnFN59pM0EuTdEaut+oTtxnVKXeHlz5ILd+PvWVcQ9nH3Z3j3q8guPXmGzZ7M1QzodDEANrsVnaKvH9PukDf1jaHTKUQODObaJwdy4/NDiB4SQvWWTaROnEjqhAmULVqsdcQTlC5aLMurhBBnJIUcIYTLMeh1zNkmy6qEthwOmPyfLczeks7ksEB+GhBJoFGvdSyn+iSzkL3lVUT2fAmDwbWWkVmthZSXHyEqKkrrKBgMBpdbWuU9NIyqkhIK005urttS6fQGrn7iOYK7dGPV1wlkH3Xt3XsCvcPoEtibpMK6HjY1tVXYHbV0bd+P3RkrKK7KAyDIJ4LCisw/nakQ6tv1hLESC3bRrX2/+t45Ie26UmktBaC8ppggn4gmfzytkYePkUGXdeHOmSOYcG8/goP1mL/4gsRBg8i8516sx45pHfGUrMnJ1KSkoLpaYyghhMuQQo4QwuWYKmrYlGLSOoYQALyw4CDP/nKAAb5eLI+PpqeXu9aRnObPS6zi+n+ldZyTmEyr8PPzRafT9uWK0WhEdaEZOcYO3riF+3BgzTKtoziPojDhH4/QqW9/Nv+aStKOlrEL1yW9ppBTkszujJVsS1vEhD53o9fpOZq/A1NFDgB9OozAy+jLzvRlHMzZSGl1AYO6XFI/RpW1jNLqQsL9I+tv8/cMpm/4aLYeW4iCQkyY9jPTWpLgzr5cfGcv7np9JEOu7I7OnE3Ww4+QNGQIBbPeAKvrz/gtnT+/rmGgEEKcgqKq8gwhhHAdtXYH323L4KXfDmkdRYgTDOwcwLf3DEXVwd8OprGmqFzrSE4ztXMIz3bvQELCM+Tm/qh1nHrt2sUxOP5nFi5cyK5d2u3c8+STT6LPq8X03wOaZfgz/6si8RoSyrt3XoejlfTRuPCOvzHw8qvZtyqTTT9p02RWtGw6vULkgBD6XxxBaDc/7FYbVVs2kf/qDGozWt4sX2PHcHqsOrmXkhBCgMzIEUK4GKNex7KDeVrHEOIkuzOKGfP6aiqrbHwX2527OwZpHclpPs4s4GBFNT16TsNg8NE6Tr2ysv3U1pbRv39/TXMYDAbUWheZkWPQ4TUwhLzUxFZTxBl81XUMmjiJ5F0FUsQR58yrnRuDJ3blztdGcsnf+hAYAKZPPiVx4ACy7ru/RRZxAGqzc6jet0+WVwkhTkkKOUIIl1JaXcv2tCKtYwhxSoUVVkbMXMnB7FJe7RnB6z0jMLSCHsh2FR48nIGiGOnf/0ut4/yJA5N5DWFh2u4cptfrXaaQ49m3PToPA5vmfad1FKfoc+E4Lrh1CtlJxSz/TGZiioYL7dqO8VN6c+fMEcRP7IY+L52MfzxA8rBhFL79NrSCQmfpgt+0jiCEcFFSyBFCuIxau4PfD+Rid8iKT+G6bA646oNN/LQzi9vD2zO3fyR+hpbfBPlolYU30nLxazeAsLBrtI5Tz2xeg5ubBx06dNAsg8FgQLXaNbv+n/kMCcNSUUHGgb1aR2m07gOHcMl9D1GUW8H8t/ZoHUe0ADqDQs+hYUx+Np7rn44nckB7KteuIWX8eFKvvIrK1au1juhUZUuXSp8cIcQpSSFHCOEyjHodS2VZlWghnvhpH68sOsxQPx+Wxfekm6eb1pEa7cOMAg5VVBMV/So6nbfWcQAwm9ejqg7NtiE3/LEFsCsUcvSBHrh39ydh8zqtozRaeM8YrnrsGapKrfwwfbvWcYSL8/JzY8iV3Zjy2ijGT+lNgI+dwg8/JHHgQLIemIotO1vriE3CXlRE5datqHbtn3+EEK5FCjlCCJdRWWNjs+xWJVqQLzalcefn2wg1GlgWH81If9fpL3M+7CpMPZKBTnFjQNwXWscBwGYrpaxsH927d9Pk+v8r5Gi/tMo7PhTV7mDj97O1jtIo7SM6c+0zL1NrVfn+5e1ICxBxOmGRflzytz7cOWMkgyZ0gexUMu65l+QRIzC9/0GrWD51NmW/LUTRt/xZn0II55JCjhDCJdjsDpYfzqPWLlOIRcuyOcXMuLfWYqux80NcJLd2CNQ6UqMkVFp4Ky2Pdn6DCA29Wus4ABSaVuHj44ObW/PPejIajQA4rBq/YdSB95AwTNkZ1FRVaJulEXzbBzP5hVfR6d344ZUdWC2t/424ODd6g46Y4WHc+PwQrntyEN37BVCxcjkpY8dy7OpJVG7YoHXEZlW+ciWOFrBduhCieUkhRwjhEgx6HUsOyLIq0TJlF1sYMXMVyXnlvBXTmZd6hLfoP7DvZ+RztNJCz5iZ6HReWsfBbF6LTqdn0KBBzX5tV1la5REdiN7HjW2/ztM0R2N4+rZj8guv4u7ty8+zdlNRXKN1JOFCfALcGXZ1d+56fSQX39kbP08rBW+/Q+KAAWQ//Ai2ggKtI2rCUVlJxZq1qG1g9pEQouFa8utMIUQrYqm1sy6xUOsYQpw3i83BhHc3sGh/DvdFBDM7tjs++pb5Z9amwgOH09Hp3Ijr/5nWcaioOILVaqJfv37Nfu3jhRyHRdtCjvfgMGotFo5uXq9pjvNlcHfn2mdepl1wCIs/PIA5u1LrSMJFhEf5M+Hevtz+6ggGXNIZ0pNIn/J/JI8cifmTT5C1d1C2aBHKH89FQggBIM8IQgjN2ewOVicUUGOTF2ui5Zs6Zw9HLizj0Uui+X1QT27dn0qmpeVNiz9caeGdtHwe6zqEkJCJFBQs1jRPoWkVoSGTmv26x5dWqRoWcnS+RjxiAjm6tWUWcXR6PVc99iwhXbuz6usEshKKtY4kNGYw6ogaEkrcxZ0IDPfBbrFSvmQJ+a/NxF4ovfL+qmLdOhxVVei8tJ8hKYRwDS3zo0IhRKtSt6wqV+sYQjjNh2tTuPebnXR2d2N5fE/i27XMF9/vpueTVGUhOmYWOp2npllMpjUYDO507dq1Wa9bPyNHw6VV3gNDAVj/7VeaZThvisKlf3+ErrED2LrgGInb87VOJDTk296D4ddGMmXWKMbeFoOv0ULBm2+RGNefnMcflyLOaahWK2VLlsryKiFEPSnkCCE0V2urm5EjRGuyOqGAy95eh86m8uuAKK4PDdA60jmrVVWmHs5Ar3enf+ynmmYpLt6Mw2Fj8ODBzXrd+hk51dq9gfIe2oHSwnzKzS1v+emYW6fQa9SF7F+TzZ7lGVrHERrpGB3AZff34/bpw4m7uBP25COk33EHyaNHY/5M++WbLUH5ihWyvEoIUU+eDYQQmrI5HKxPKqRS40aiQjSFY+YqRsxcxaIHR/FB7y5EeXvwWmouLWlvtgMV1bybns8jXYYTHDyBwsKlmuSw2yspKd1B167N2yenfkaORoUct25+GAI92P3lAk2u3xjxV1xD/JXXkryrgI0/JmkdRzQzg5uO6KFh9L+4EwFh3tgtNZQu/I38117HUSzL685V5fbtqDabFHOEEIDMyBFCaEyvKCw5KLtVidar0mpn7FvrWHUkn4c6h/B536546VrWn9930vJJqaohpteb6HQemuUwmVbh5eWJp2fzLfPSupDjPTgUu7WWPUsXanL989X7gosYc/vd5CaXsOy/B7WOI5pRuyBPRl7fgymzRjHmlmi8lUryZs4kMS6O3KeeliLOeVKrqqjaswdVmj8LIZBCjhBCYw4VVhyWngmi9bv76518uCaZS4L8WDgwijA3o9aRGsyqqkw9ko5e70Fsv080y2E2r0VR9AwdOrTZrnl8aZXD0vyFHMVDj1dsMBmH9zf7tRuj24B4Lv37IxTnVfLLm7u1jiOaSadegUx8IJbbpg8j9sIIbAkHSbvlFlLGjKH462+0jtcqVK5bD2pLmtMphGgqUsgRQmjG7lDZmmqmtLpW6yhCNIs3lyfy8Jzd9PByZ+XgnvT31baB8LnYV17NBxkFBASOJChovCYZqqqOUV2dTe/evZvtmgaDAVVV6/Zkb2Ze/UNAr7Dhuy+b/drnq0NUDFc9/izVZVbmvrJD6ziiiRnd9fS7sCO3TRvGVQ/HEdHDh9Jf55M0YjjpN92MZc9erSO2KhUbN6Lo9VrHEEK4ACnkCCE0oyiweL/sViXalsUH8rj6vY24q/DbwCiuCPbTOlKDvXUsj9TqGnr1/jc6nZsmGUymlbRv799s16sv5GjAe2gYVSXFFGakaXL9cxXYsRPXPfsytlqYM207DpssAWmt/EI8GX1DFFNmjWL0jT3xtJeRO206SQMGkPvsszjKyrSO2CrVHD2KTZamCSGQQo4QQmPLD0t/HNH2JOSXM3LmagpKLXzWtxuPdAnVOlKDWFWVBw9nYNB70q/ffzTJYDKvRa93Izo6ulmuZzQaUR3NX8gxhnvjFu7D/lXLm/3a58O3fRCTX3gVnd6NH17ZibVKtkludRTo0rc9Vz7Un9umDafvBeHUHtpH2uQbSBk7lpI5c7RO2PqpKhXr18s25EIIKeQIIbSTkFuOqcKqdQwhNFFmsTH69TVsTjHxdPcOfNSrM+46RetYZ7WnvIqPMgoIDLyAoPYXNfv1S0q24nDUMGjQoGa5nlYzcrzjw3DY7Gz9dW6zX/tceXj7cP3zr+Lh046f39hDRZFF60jCidw89MReFMHt04dzxdT+hHfxonjePJKGDSP9lluxHJRm1s2pcsNG2blKCCHbjwshtFFrd7AhqVDrGEJo7pb/buOFib24a1Q3unm5c/v+Y5hqXfvT1jfS8rg82I+YPu+wacMgVLX5+lw5HFaKijbTqVPzNDw2Go00+37xBh1eg0LJTUnE4eKfvBvc3Ln22ZfxCwll8YcHMGdVaB1JOElAmBf9Loyg14gO6I06anNyyX1hJiU//qh1tDatcvNmrSMIIVyAzMgRQmjCqNexJdWsdQwhXML0xUd46sd99PH2ZMXgnvTy1m6L74aocag8eCQDo96Lfv0+avbrm0yr8PDwoF27dk1+LYPB0Oy7xHj2bY/OXc+mH2Y363XPlU6v58rHniG0Ww/WfJtI5hHp3dHSKQp0jQ3i6kfiuOWlYfQe1YGafbs5du21pFx8sRRxXIC9qAhLQoJmvbuEEK5BCjlCCE3YHSo70+RFvxDH/bQ7m+s+2kw7Rcfvg3oyvn3TFykaY1dZFZ9kFhLYfiyBgWOa9drmonUoio5hw4Y1+bW0KOT4DO2ApaKCzEOuve34Jfc9RLf+A9n2WxpHt0q/s5bM3ctA3LhO3P7qCCb+I5awCHeKvptD8pAhZNx+BzVHErSOKP6kYt06sNu1jiGE0JAUcoQQzU5VVQ7nllFR49pLBoRobgeySxn92hpKK6183a8bf+8UrHWkM3r9WC5ZFiu9+7xPc67WtlhyqKxMbZaGx0ajEZpx8yV9ew/cu/lxZNO65rvoeRh9y130GXMxB9blsHtZutZxxHkKDPfmwluiuev1kYy4tgfulYVkP/MMSfHx5E+fjqOqSuuI4hQqN26SPjlCtHFSyBFCNDubQ2Wj9McR4pSKqqyMeG0VezJK+FePjrwd3Qmj4ppNkC3Hl1gZvOjX74NmvXahaQUBAe1Qmvh7YzAYmrWQ4x0fimp3sGmu6y6rGjRxEkOuvp6UPQVs+CFR6zjiHCk6he5xwVzz+EBufnEoMcPDqNm5ndSrriJl/CWU/Tpf64jiLKr27sVRXa11DCGEhqSQI4Rodka9ji0p0h9HiNNxOOC6jzczZ1s6N3YI5Me4SAIMeq1jndL20kr+m1VI+6BxBASMbLbrms1r0emM9OvXr0mvYzQawd5MS6t04D04DFNWBjVVrtk0uNeoC7nwjr+Rm1rC0k9kt6KWxN3bwIBLOnPHjBFcdn8/QsIMmL/+hsTB8WRM+T+syclaRxQNVVtL5datqLK8Sog2Swo5QohmZ3M42Jku/XGEOJtnfz3Ii/MPMqidF8vje9LDy13rSKf0WmouORYrffp+BDRPwam0dDc2WyUDBgxo0us0ZyHHIzoQvY8bW39xzS3Hu8YNYsI/HqU4v5JfZu3WOo5ooKAIH8beHsOU10cxfFIkxpI8sp94gqTBgymYORMssl18S1S5fkNdd2ohRJskhRwhRLNSVZUDWaVUWeVTJCEa4tttGdz66VaCDAaWDurJmABfrSOdpPqPJVbuRh/69X2vWa6pqjbMResIDw9r0usYjUZUe/OsrfIeEkatxULi1o3Ncr1zEdajJ1c//hzVFbXMnb5D6zjiLHQ6hciBwVz75EBufH4I0UNCqN6yidSJE0mdMIGyRYu1jigaqWLTJhSdvJUToq2Sf/1CiGZld6hsTDZpHUOIFmV7WjEXvrEGi8XGnP7dmdIxSOtIJ9laWslnWYW0D76UgIDhzXJNs2ktbm4eBAc3XVNoo9GIamv6Qo7O14hHdCDJu7Y2+bXOVWB4BNc9Ow27Dea+vB1HM3w/xPnx8DEy6LIu3DlzBBPu7UdwsB7zF1+QOGgQmffci/XYMa0jCiepzcigNidH6xhCCI1IIUcI0awM0h9HiPOSX1bDiNdWcySnjJk9I5gR1RG9i82qn5GSS25NLX36fkxzvMQwm9eiKApDhgxpsmsYjUZohsKF98BQADZ893WTX+tc+AS2Z/ILr6I3uDNvxk4sVbLboCsK7uzLxXf24q7XRzLkyu7ozNlkPfwISUOGUDDrDbBatY4omkDF2nWotbVaxxBCaEAKOUKIZmWzO9idIf1xhDgfVpuDK97fyPw92dzVMYjvYyNp50JNkKscDh4+koG70Ze+fd5p8utZa82Ulx8iKiqqya5hMBhQa5uhkDO0A6UFeZSbXWdHPw9vHyY//woevn78+tYeykzSS8WV6PQKUfGhXP/UIG54djBRg4Kp2riB1AkTOHb5RMqXLdM6omhiFRs3ohiNWscQQmhACjlCiGbjUFX2ZpZgaYY3RUK0Zo/8sJcZvx9hhL8PSwdF0cXDTetI9TaVVPBlViFBIZfj5ze4ya9XaFpJu3Y+6PVNU9BqjkKOWzc/DIEe7FqyoEmvcy4Mbu5c8/RL+IWFs+Q/BynMcM1dtNoir3ZuDJ7YlbteG8klf+tDYACYPvmUxIEDyLrvfmozMrSOKJpJ1TbZuUqItkoKOUKIZuNwqGyS/jhCOMVnG44x5cvthLsZWR7fk2F+3lpHqjc9NZf8mlr6xX5KU7/UMJvWotMZGDhwYJOMr9frm7yQ4z0kFLu1lr1LFzXpdRpK0em48tGnCYuMYt23iWQcKtI6kgBCu7Zj/JTe3DlzBPETu6HLyyDzgQdIHjaMwrffBpsse2trHJVV1CSnaB1DCKEBKeQIIZqNQa9jS6r0xxHCWTYkmRj/1joctQ5+iuvBzWGBWkcCoMru4KGEDNyN7ejT+60mvVZZ+QFqa0uIjY1tkvENBgOO2qb7xFvx0OPVL5j0Q/ua7Brn6pJ7H6Jb3CC2L0rjyJZcreO0aTqDQs+hYUx+Np7rn44nckB7KteuIWX8eFKvvJKKVau1jig0Vr13j/TJEaINkkKOEKLZWG0O9mSUaB1DiFYls7ia4TNWcaywgrd7debFyHCX+OO+sbiCb7JNBIdeiZ9f08yWqaNiMq0mLMz5O1fp9XoURUG1Nt2MHK+4ENArrP/uyya7xrkYdfOd9B07joMbcti1JF3rOG2Wl58bQ67sxpTXRjF+Sm8CfOwUfvghiQMHkvXAVGzZ2VpHFC7CcuAgGAxaxxBCNDNXeK0nhGgDHKrK7oxiamTbWiGczmJzMP7t9Sw9mMv9nYL5ul83vPXa/4mflpJDodVG337/bdLrmMxrMRo9CA8Pd+q4hj/eHKnWppuR4z00jKqSYsyZ2hdNBl5+FUMnTSZ1byHrv0/UOk6bFBbpxyV/68OdM0YyaEIXyE4l4557SR4xAtP7H8jyKXGS6gMHUBQX28JQCNHktH+VJ4RoExyq9McRoqnd/+1u3lmRyNjAdvw+KIoId213M6mw1+1i5eHmT+9ebzbZdYqKNqCqdoYOHerUcY1/7AbjaKJCjjHcG7cOPuxftbRJxj8XMSPHMPbOe8k/VsqS/xzQOk6bojfoiBkexo3PD+G6JwfRvV8AFSuXk3LRWI5dPYnKDRu0jihcWE1yMo6aGq1jCCGamczDE0I0C4NOx5YU6Y8jRFN7b3UyR3LL+OC2QSwfHM1t+1PZXValWZ51xeXMyTFzQ4eraZf1LWXle51+DZutjNLSvXTv7txtyOtn5NQ0TSHHe3AYDpudrb/Oa5LxG6pL7AAue+AxSgoq+en1XZpmaUt8Atzpe0FH+lzQEQ9vI7XmIgrefgfzf/8LDpm9KhrIbqcmIQGP2FiZmSNEGyIzcoQQzcLmcHAgu1TrGEK0CSuOFHD5O+vR21XmD+jBNSH+mub5V3I2Zqudfv0/a7JrmMyr8PHxxs3NeVuxN2khx6DDa2AouclHcWi4XCYssidXP/k81RW1/DBth2Y52pLwKH8m3NuX218dwYBLOkN6EulT/o/kkSMxf/KJFHHEOaveu0+W3QnRxkghRwjRLFIKKqU/jhDNKKWwkhEzVpNTXM3Hfbryz25haPVZbbndwaMJGXi4BdAr5vUmuYbJtAZF0TN48GCnjVm/tMri/DdIXn3bo3PXs3HebKeP3VABHTpy3bMv47ApzH15OzZ5jm4yBqOOXiM7cPOLQ7jm8YF07e1PxdIlJF84hmPXXkfVli1aRxQtWPWBAyhGbZfSCiGalxRyhBBNrtbuYE9msdYxhGhzKq02LnxjLWuPFvBY1zA+7dMFT5025ZzVReX8kGsmJOxafH37OX38yspEamoK6du3r9PGPD4jx1Hj/AKH99AOWMoryDqkTT8a74BAJr/wKnqjB/Nm7MRSJZ/mNwXf9h4MvzaSKbNGMfa2GHyNFgrefIvEuP5kP/Y49kLpHScaz3LwoNYRhBDNTHrkCCGanF6ncDC7TOsYQrRZd325g6cmRHPvmEi6erpz2/5U8q3N/8b9xeQcLmrfjtjYz9m0aYjTxy80rSAs9DqnjXd8Ro5qqXXamACG9h64d/Njz7JFTh23ody9vJn8/Kt4tfPn5zf3UGayaJKjNYuIDiD2ogi69gtCVVVqDh8iZ9Ysqnfs1DqaaIWs6ek4KivReXtrHUUI0UxkRo4QosnpFIWD0h9HCE29vvQoj8zdQ7SXByvio+nn49nsGUptdh5NyMTDvT0x0TOcPr7ZvBaDwZ1u3bo5Zbz6GTnVzu2R4xUfhmp3sGnut04dtyEMRjeuffol/MPCWfLpIQrTy5s9Q2tlcNPRZ3Q4t7w0lKsfHUDn6HaULVpI0qhRpE2+QYo4oumoKtUHD6KqqtZJhBDNRAo5QogmZ3eoHMmVGTlCaG3hvlwmfbARLxQWDozi8iC/Zs+w0lzGT3lFhHaYjK9PH6eOXVy8BYej1ml9cv5XyHHi7CUdeA8JxZSVTk1VhfPGbQBFp+OKR58iLCqadd8nkn5AdhJ0hnZBnoy8vgdTZo1izC3ReCuV5M2cSWJcHDn/fApHsSwtFk2vep80PBaiLZFCjhCiyR0zVUijYyFcxOHccka9vgpzuYUv+nXjwc4hzZ7h+aRsSm0OYvt/4dRx7fYqSkq206VLZ6eM1xTNjj2iA9F7u7H1lx+cNmZDjb9nKt0HDmHn4jSObMpt9uu3Np16BTLxgVhumz6M2AsjsCUcJO2WW0gZM4bir7/ROp5oYywHDkrDYyHaECnkCCGalM3uYG9midYxhBB/UlJlY/SsNWxNNfNcZDgf9OqMm9J8TZBLbPa6Xazcg4juOc2pY5tMq/Hy8sLbCb0iDAZD3VIFq/MK0d5DwqittpC4daPTxmyIkTfeRr+LLuHwhhx2LE5r1mu3JkZ3Pf0u7Mht04Zx1cNxRPTwofTX+SSNGE76TTdj2bNX64iijao+oE3jdCGENqSQI4RoUjpF4YA0OhbC5TgccNOnW/lq0zGuCQ3g1wE9CDI23x4Iy81l/JJXRFj4zXh7RzttXJN5DYqiY+jQoY0eq76Q4yQ6Xzc8ogNJ3rXVaWM2xIAJVzDs2ptIO1DI2jlHm/XarYVfiCejb4hiyqxRjL6xJ572MnKnTSdpwAByn30WR5n8nRPasuXlYZNlfEK0GVLIEUI0KZ1O4ZA0OhbCZb208DDP/Lyffr6eLI/vSYy3R7Nd+7mkbMrsDvr3/8ppY1ZXp1NdnUmvXr0aPZbRaHRqIcd7UN0ytg1zvnLamGcTPeICxt51H/lppSz+UD6xPycKdOnbnisf6s9t04bT94Jwag/tI23yDaSMHUvJnDlaJxTiBNX79qM6ZCm7EG2BFHKEEE0uIU92RRHClc3bmcWNH2/GT6fn90FRXBzo2yzXLbbZeTwhE0+PEHpG/ctp4xaaVhIY2PhGzs6ekeM9tAOlBXmUm01OG/NMuvSL4/Kpj1NmquanWbua5ZqtgZuHntiLIrh9+nCumNqf8C5eFM+bR9KwYaTfciuWgwe1jijEKVn276+bbimEaPWkkCOEaFJ5pRYqamQXBSFc3Z7MUsbMWk1FVS2zY7tzb0Rws1x3iamUBQXFdOh4G95eUU4Z02xag17vRkxMTKPGMRqN4KT3RO7d/TAEeLBryQLnDHgWod17cPWTL2CprGXuy9ud9jhas4AwLy64qSdTZo1i1OQoPGqKyX3hRZIGDSTvxX/hqGjeXcaEOFfVBw6gGJpviawQQjvyL10I0WQcDpXDObKsSoiWwlRhZcTMVfz09xFMi+pIT293nk7Mwua8SSmn9GxiFhcE+NI/7ms2bx7R6PGKS3Zgt1sYNGgQCQkJ5z2OwWAAJ83I8Rocht1ay96li5wy3pn4h4Vz3XPTcTgUvp+2DZvsGnhaigJd+gXR/6IIImICsdvsWPbsJn/GDGqOnP/vjhBasEjDYyHaDJmRI4RoMnZV5YgsqxKiRbE5YNKHm/lhRwa3dGjPvP498Dfom/Sa5lo7Tx7NxNMjlKgezzV6PFW1UlS0kU6dOjZqnLpCTqPjoHga8OoXRPqhvY0f7Cy8/QO44YVXMbh5MG/GTiwVMiPyVNy9DMSN68Ttr45g4j9iCYvwoGjO9yQPGULG7XdIEUe0SPaSEmrz8rSO0WRqa2v55ptvuPDCC502ZlZWFs8//zwvvvii08a02+3MmzePsWPHOm1MZ7r66qvZtcu5y21feukl/vvf/zZqjM2bN3PjjTeybds2J6VqPvfddx+LFy9u1mvKjBwhRJMx6nUclUKOEC3SUz8f4HBuGc9f0Ztl8T25eV8qqdU1TXa9RYWlLCooYULEXWTnzKWqKqVR45nMawgKugg/Pz9KS89vZmDd0qrGV3K8+geDXmH9d181eqwzcffy5vrnX8HLL4Bf39pDWaGlSa/XEgWGexN7YQTRw8PQ63XUZmeR/cZHlP06X+toQjhFTWIihpAQFJ12n9dv376dV199lZycHMaMGUNhYSHBwcE8++yzBAYGnve4er2eqKgocnNznZa1ffv2AFitVqeNabfb8fX1JScnx2ljOtN9991Hjx49nDrmFVdcQbt27Ro1RocOHUhMTHRSouZ1yy23EBXlnOXhDSUzcoQQTSohT7ZkFaKl+npzOrd/to0Qg4Fl8T0ZFeDTpNd7OjGLSruD/nFfN3oss3kdiqJj2LBh5z2GwWBwSm8Z76FhVBYXY85Mb/xgp6E3GrnmqX8RGB7B0v8eJj9NiujHKTqF7nHBXPP4QG5+cSgxw8Oo2bmd1KuuImX8JVLEEa1KTeoxsNs1zTBkyBAuvPBCevTowZtvvsnnn39ORkYGjz766HmNN3v2bAB0Oh0RERHOjIqnpychISFOHdPNzY2+ffs6dcyEhAS2b99+Xuce//4dd/nll+Pn1/gNAf4sPj6enj17nvN5ZrOZ33//HYBu3bo5PVdzGTNmDOHh4c16TSnkCCGajM3h4JipUusYQohG2JpaxEVvrMVaY+OH/pHcHt6+ya5lqrXxz8QsvDw60CPy6UaNVVOTS0Vl0nm9sDzOaDSiNHJGjjHcG7cOPhxYvbRR45yJoui44uF/0qFnDOvnJpG2v3l2xXJ17t4GBlzSmTtmjOCy+/sREmbA/M03JA6OJ2PK/2FNTtY6ohBOZz12DPRNuxy2IQx/arpsMBgYO3YsW7duPecZkvPnz2f58uX1XyuK4rSMLWXMiooKnn766fPaRTExMZF33nnHaVmcyWq18tRTT2Gx/G/2qE7DmWQtjXynhBBNJt1URa29ibukCiGaXG6ZheEzV5OYW8Yb0Z2Y1qMjeue/7gVgQUEJSwpLCO90N56eXRs1lqlwJQEB7c77BbXRaERt5HOY9+AwHDY7W3+d16hxzuTiv/2DyPhh7FySzqENrjmVvzkFRfgw9vYYprw+iuGTIjGW5JH9xBMkDR5MwYyZYJElZ6L1sqalabqs6nQ8PT3R6XR4eHiQn5/P008/zccff8zNN9/Mpk2bUFWVOXPmMGHCBH7//XdGjRrFhx9+yJIlS8jMzOTNN98kPz//hDFXrVpF3759uf/++6n4Y1e5WbNm8fDDD59yqdTKlSv54IMPeOSRR3jppZdwnGar9uNLw15//XX+7//+j4yMDOx2O9999x3R0dFkZWVRVFTEiy++yEUXXVR/XmZmJs888wzvvfces2bNqr/9rbfeIjo6mvfffx+oK8zcddddfPXVVyddOyEhgY8++og333yT/v37U1NTU/89mDdvHr/++is2m43p06fzwQcfcO+99/LZZ58BsGnTJu68806+/PJLJk2axDPPPMMvv/xCRUUFb775Jjt37uT333/n2muvZdu2beTn5/Paa69x3333MX/+fMaMGcNtt91GbW0tAJWVlbz++uvMnz+fCRMmMGTIEB5++GFqak5cZn3gwAH+8Y9/8OGHH2K1Wvnqq6+44IILOHjwIJMmTWLs2LGkp588I3XNmjUkJyezdOnSE74XxcXF/OMf/2Dw4MGsWrWq/vZ169bxwQcfcPfdd/PKK6+c9PPLz89n+vTp3HfffSxZsoRLLrmEK6+8koKCAqZNm8bQoUN5+un/fUhUVlbGa6+9xjvvvMOUKVOYP38+APv37+eBBx7g7bffZsqUKdx99938+OOPXHrppWzdupVbb72VYcOGsXv37vrv+x133MGvv/5KWVkZH3zwAddeey0bNmyoz1BSUgLULbv797//zfz587nxxhvp27cvDz30EHnn0dvK9f6VCyFaBZvDwUHZsUqIVsNqc3DZexv5bV8Of4sI4rvY7vjqm+ZlxD8Ts6h2qMQ1comVybwGnc5I//79z+t8o9GI2ogdnxSjDq+BoeQkJ+CwNU3T4RGTb6X/uAkc2ZzDjoXHmuQaLYFOpxA5MJhrnxzEjc8PIXpICNVbNpE6cSKpEyZQtqh5m1AKoRVrWprWEU5SXV3NggULmDhxIu7u7nz55Zd06tSJv//974wbN47Zs2ejKAoXXnghx44do7CwkNdff51x48Zx6aWX0qlTJ5544glCQ0NPGPfiiy/m1ltvxd3dHR+fuqW/Hh4ePPvss7i5uZ1w7KFDh1iwYAFTp07lpZdeYt68eezZs+ekrIWFhUyfPp2nnnqKp556ihEjRvDAAw+gKAq33npr/XGBgYFcfvnl9V+rqsojjzzCPffcw0MPPcSECRPq73vsscfo06dPfX8gHx8fOnbsyF133XXS9T/66CNuvPFGnnjiCe677z4AJk+ejJ+fHzfccAPXXHMN69evJzk5malTp/Lggw/y4YcfAjBo0CBMJhN79+7ljTfeYMKECdx2220APPHEE8THx3PhhRfWF1WCgoIICwsjOTmZiIgIli1bRmpqKlu2bAHgP//5D0FBQUyaNIlHH32UyspKZs6cibu7+wmZY2JisFqtOBwOjEYjQ4YMIT8/n/T0dH755Reio6P58ccfT3qsx3+2EyZMOOF7sX//ft555x3uuecePv/8c6CuSLZmzRqmTp1aX+BbtOjEXSADAwMJDQ0lPT2dTp061TcffuWVV7j//vtZvHgxixYt4tixur+VL7zwAqNHj+aRRx7htdde44UXXmDfvn3ExMRgsVjYsWMHL774Itdddx3jxo0jLS2NgwcP8tVXXzFx4sT6JWuDBw/GZDKhqire3t7ExMSQlZWF3W5nyZIl6HQ6lixZAsCPP/5IRUUFkyZN4oUXXqC2tpZHH32UsLCwk74/ZyOFHCFE01AhMb9C6xRCCCd76Ps9zFqawCh/X5bE96Szh9vZTzpHhVYbTydm4eUZQWT3J897nLKyvdhsFcTFxZ3X+Y2dkePZNwidu55NP8w++8HnIe6SiQy//mbSD5pYM/tok1zD1Xn4GBl0WRfunDmCCff2IzhYh/mLL0gcNIjMe+6tW2YiRBtiy8/HUdN0jenPRWFhIV9//TWzZs3isssuY8aMGQDcfPPNTJ48mby8PBITE6msrFuG36FDBwAuuugiRo4cSXR09Fmvcccdd7B27Vry8/NRVRWTyXRSwQfghx9+YOjQoQD4+/uzatUqBgwYcNJxCxcupFu3bvVLw66//noSExPrZ1/82Z9ne27evJmKigq6d+8OQGxs7AnH3XnnnXz//fcAZGRk0LVr11M+Hh8fH6ZOnUpCQgI333xzXdP9vxgyZAjPPPMMlZWV7Ny5k6qqKqCuiBUQEMAFF1xAVFQUY8aMOelcLy+v+qbEer0eX19fwsPDiY+Px8PDgy5dulBUVATAkSNH6os23bt3x2azYTvFhxJGo7G+abSiKPj6+gIwceJEdDod0dHRmM3mUz7eUxkzZkx9nyGTqW6p8OLFiykpKeGrr75i7ty5DB48uP735q85goOD6du3L0ajkZiYGKKioggJCSEoKIigoCBMJhNms5nly5fXvz4IDQ1l5MiRzJs3Dzc3N4KCghg2bBjdunXj8ssvx9/fH4AJEybUj3v8Mbm5udUX6fR6PT4+Pvj4+HDhhRfWN+g+fuxfv6fASTOcGkp2rRJCNAmDXkdmUZXWMYQQTeA/61JJyCvnP7cPYnl8T+48cIxtpc7th/VLfjGTQvwZ2/kesnN+wGLJOOcxVNWO2byW8PCLzyuD0WiEivOfkeM9JAxLeTlZhw+e9xin03PYKC76v/spyChj0Qf7nT6+qwvu7Evs2AiihoSiKArWtGNkvfge5cuWaR1NCM1Z0zPw6Nm8O+icSnBwMHfeeecpb//444/p1q0bAwYMqN/d6Xhh5FyWw3bs2JExY8bw7bffMmLEiNM2uM/JyTmheHK8aPRXaWlp9UuLoK7o4+vrS0FBwRlzHD16FG9v79Pef/nll/Pmm2+yYcMG9u3bx+TJk0953FNPPcWLL77IpEmTmDx5Mi+++OJJfWN8fHzYsWMH69evP+nxKopy1u/fn+//67EGg6F+ydIFF1zA1q1bue2228jIyGDUqFGn3ZnqbGOeT38fvV5fXzjKzc0lJibmlLOYTpfj+Bh/ptPpcDgcZGZm4nA4TihMderUqX62zl+/j6ca98+PqaGPf/To0Xz88ceoqkpGRgY9evQ47x3EZEaOEKLJZBVXax1BCNFE1h4t5NK314PNwc9xPbghLMDp13jiaCYWBwyI++a8xzCZ1+Dm5klwcPA5n2swGM57aZUhyBP3bn4c2bTuvM4/k859+zPxoScpN1fz42s7nT6+q9LpFaLiQ7n+qUHc8OxgogYFU7VxA6kTJnDs8olSxBHiD9bkZFSNd646k5deeokuXbpw7bXXnrQE6nzceeed/PDDDyxcuJBx48ad8piQkBA2bNhQ/7Xdbmfv3r0nHRceHk5qauoJt6mqWj97QlGUU/bW8fHxITMz87TbmBuNRm655RY+//xzCgsLTzlrCKC8vJx3332XL7/8khUrVrBgwYKTjvnpp584cOAA9957b6O2cz+bW2+9lYCAAL777jsyMzN59913m+xaZxMcHMyKFStOuG3//vP/EON4Ie/PP+s//5ybyrhx4xgyZAhff/01W7Zs4euvvz6hMfi5kEKOEKLJ5JRIIUeI1izdXMWImatIM1XwXq8uPNe9A87sgVxgtfFsYhZeXp3o3u38tq01m9ejqg6GDx9+zucaDAbU2vMr5HjFh6LaHWz84fyLUKcS0i2SSf98EUulje+nbXfK9uiuzqudG4MnduWu10Zyyd/6EBgApk8+JXHgALLuu5/ajHOfrSVEa1Zz7BicppFvc7HZbKdtJnzkyBGKi4uprq5m9+7dWCwWMjMz6+//83lGo5HS0lIsFgtZWVn1Mxv+PBti0KBBdO7cGTc3t9MWhq644go2b97M22+/zf79+5kxY0b9VuaqqtaPd80115CXl8euXbuAujf6UVFRxMTEAHV9ZXbt2kVJSQkrVqygrKyM6upqxowZg9Vq5dNPPwUgKysL4IQGzTfeeCN79uypX+J1Kl9//TU2m43hw4czadKk+lzHvw8pKSkcOXKE0tJSbDZbfT+b9PT0+iKS/U9FvONLs0pKSkhJSTnp8TocjpNmyxz/+vPPP6d79+4MHjyY0aNHn3EJ0J/HPNXP6HQzcv78uE513PGvL7vsMo4cOcLjjz/Oli1b+PDDD094nKfKcaasoaGhjB07lp9//rn+9iNHjnDDDTfUf/3n8Y//Tp7uMTX0e3q8b8+IESO44IILTrhGSkoKX3755Rmz/5kUcoQQTcLmcFBQLjuDCNHaVVkdjPv3epYfymNq5xC+7NsNLyc2Qf4xv5hV5jIiuvwdD4+O53x+bW0R5eWHiIw890/ZzruQo1PwHhxGYVYa1irnLTH1D+3A9c9NR3UozJ2+HZu1dVdxQru2Y/yU3tw5cwTxE7uhy8sg84EHSB42jMK334YmaiAtREtnTUtDOUVvleaybds21q5dS2JiIosWLTpplsrtt9/Of/7zHx577DEuuOACsrOzSU5O5ttvvwXgm2++qd+FasiQIVRUVPDYY48RGBhYP0PleL+Z4y699FKuvfba02YaMWIEzzzzDD/99BNPPPEEF198MUFBQeTk5LBlyxb27t1LQkICoaGhvP/++7zxxhu89dZbzJkzh/fee69+nEceeYTp06fz9NNPM2zYMDp16sSaNWsIDQ3l7bff5pdffuGGG25g9+7ddO3aldWrV9efGxgYyPjx4087awjqdq2aMmUKn3/+OYqicPXVVwNw5ZVXMn36dNLS0pg0aRKHDh3i+uuvp1OnToSGhrJgwQJ2795NUlISixcvJuOPAndISAgjR47k9ttvR6/Xs379egoLC1m+fDnZ2dmsXbuWlJQU9uzZw759+zh27Bjr1q3DZDIREhLCxx9/zPXXX8/EiRMZMWIEL7zwwkmZU1JS2Lt3L9u3byc9Pb1+96effvqJzMxMdu7cyf79+0lKSjrp3Msuu4xPPvmE3bt3s3LlyhOyrVixgsLCQjZt2kRkZCRvvvkme/bs4YknniAgIOCkHkcmk4nVq1eTkpLC7t27SUhIYN++fWzfvp20tDSWL19OQUEBS5YsoaKighkzZmAymXj22Wd5/fXXmTJlCj169ODgwYPs3buXNWvWkJCQAFBf8Fm4cCHZ2dls2rSJ5ORk9u3bV//Y1q1bR3Z2NkuXLqWwsJC1a9eSlJTEoUOH2L59O1lZWYSEhPDTTz8xefJkrrjiCi644ALuvvtuVFUlKSmJhQsXnvZ3468U9XwWrAkhxFnkllYzfObqsx8ohGg1Hh0XxQMXRZFYZeG2/ank1NSe/aQGCHMzsnFoDIo1i61bLzr7CX/RretUunZ9kBkzXjtlo8bTefHFF6neb6J47rk1EvboHUjQHX1Y+PZrJG7deK5xT8nLz59bX/03Xn4B/PDKLkoKWmcPMp1BocegUPpfHEFI53bYrbVUbVhP3oyZ2LKztY4nRIvgOSCOrn8pdLR2L7/8Mv/617+0jnFGlZWVfPzxxzzxxBNaR2mQ1157jYceeggvLy8AqqqqeO2115g2bZrGyVquDz74gBtuuIGQkBCgrtHxe++9x7333oufn985jSUzcoQQTSKzSJZVCdHWvL0yiQfn7CbS050V8dEM8PVyyrh51lqeT8rG26sLXbs+eM7nm8zr0OkMDBw4sMHn6HQ6dDodqvXc+0x4Dw6jttritCKOm6cXk59/Be+AQBa8s79VFnG8/d0YcmU3prw2ivFTehPga6fww49IHDiQrAemShFHiHNQm9U2/r2YzWa++uorZs+eXb/0yRUdOnSIH374gVmzZjFp0iSt4zTI4cOHWb58Obm5ufW35eTk0KVLFw1TtWxFRUV88803J3xPzWYzHh4e51zEAdm1SgjRBGx2h+xYJUQbteRgHinvbeCnv49gwcAePHgkgwUFJY0ed25eEZNC/RnZ9UFyc3+mpianweeWlx/Eai0mNjaW7du3N+ic480Hz7WQo2vnhkd0IAmbndPkWG80cs0/XySwYyeW/vcQeamlThnXVYRF+hE7NoLIASGAijU5iYw336LyT01JhRDnxlZYiMNqReeERsKuLCcnh48//phLL72Ul156Ses4p7V3717ee+89nnjiifPeoai5RUdHM2nSJO655x6qqqro0KED48eP595779U6WosVGBjIgw8+yFNPPUVxcTEhISGMGDGChx9++LzGk6VVQginq7U7+GhtCm+vSNQ6ihBCI74eBhY/NIrOgd68cSyXt9Lyz37SWYS7G9kwNAYsGWzddvoeA6fSq9frBAddwauvvtag4729vXnyyScpW51B2fL0Bl/H98JOtLukC58+cBcVReZzyvhXiqLjykefJnLwMDbMTeLg+tbxKbveoCNqcAj9L+5MUIQP9ppaKteuJn/GDGz5Z97iVwjRMJErluPWqZPWMYQQTUSWVgkhnM6gU2THKiHauHKLjQtmrWVDUiFPduvAJ3264KFr3J5WOTW1vJCUjbd3N7p0+cc5nWs2rcFo9KjfpeRsjs/IcZzLjBwFvIeGUVKQ2+giDsBFd99PjyHD2bU0o1UUcXwC3Bl2dXfuen0kF9/ZGz9PKwXvvEvigDiyH35EijhCOJE1Pf2su/cIIVouWVolhHA6RVHILpZCjhACbv98O89eHsPdo7vT1cOd2w+kUmA9/92G5uQWMSkkgOHdHiE392es1obN9DEXbURV7QwdOrR+W9gzqV9aZWl4Ice9mx+GAA92f76gweeczvDrbyZu/OUc2ZzD9t9SGz2elsKj/IkdG0G3uGBQVaxHE0h/402q/tg2VwjhfLWZWXU7u2m4e5UQoulIIUcI0SRkRo4Q4rgZvydwJLec16+PZUV8NLfsT+VQxfk/RzyakMGGoTEMiPuGbdsvbdA5dnsFpaW76datYQ0xjX+8+XHUNLzoSCgC5wAAke1JREFU5DU4DLu1lr3LFzf4nFOJHXcZIybfSsYhM6u/SWjUWFoxGHVEDQkl7uJOBIb7YLdYqVi6hLyZM7EXmrSOJ0SrZ83KAqVxsyCFEK5LllYJIZpEthRyhBB/8uuebK79cBPeisKigVFcGtTuvMfKrqnlX8k5+Pj0oEvnhjdeLDStwtvbC3d397MeWz8jp6ZhM3IUTwNe/YJIP7S3wXlOJWroSMb97R8UZpaz8P19jRpLC77tPRh+bSRTZo1i7G0x+BotFLz5Folx/cl+7HEp4gjRTGqzslAM8pm9EK2VFHKEEE5XUmWlxubQOoYQwsUczClj9GurKamo4cu+3Xigc8h5jzU7x8ym4nK6dH8cN7fgBp1jNq9FUfQMGTLkrMfWz8hp4NIqr7hg0Cus/+6rBh1/Kp369GPiQ09Sbq5m3swd5z2OFiKiA7j87/24ffpw4i7uhD0lgfQ77iB59GjMn32mdTwh2pza7JbfV0sIcXpSyBFCOJ3MxhFCnE5xVS0jX1/NrvRiXogM592YTrid5/T/RxIysak6BsR906DjKyuTsFjy6NOnz1mPrW92XN2wpVU+QztQWVyEObPhO1z9WUjX7lzzz39hrbbz/bTt0AJq4QY3HX1Gh3PLS0O5+tEBdI5uR9niRSSNGkXa9ZOp3rFT64hCtFm1DegFJoRouaSQI4RwKrtDJcNcpXUMIYQLczhg8n+2MHtLOpPDAvlpQCSBRv05j5NpsfJycjY+Pj3p1OnuBp1jMq0kKCjgrMfVF3IsZy/kGDv6YAzzZv+qpQ3K8Fd+oWFc/9x0VFXH3Ok7sFldu4rTLsiTkdf3YMqsUYy5JRpvpZK8mTNJjIsj58l/4igu1jqiEG2evaQE1XYOu+4JIVoUWTgphHAqu0MlS2bkCCEa4IUFBzmUU8r0a/qyPD6aW/alkFhVc05jfJ1j5urQAOK7/5P8vPlYa8+87bfJvJaIiNuIjIwkJSXltMfVL61qwIwc7/hQHDY72+b/eE7ZAbz8/Jn8wqsYPbz4YcYuqsqs5zxGs1CgU0wgsRdF0KVve1S7iuXgAbJffw3Lnr1ap2vTMlWV31HpgEIOKpeg0P0Us9wsqsrfUKn44+unURimKOxVVbagYgGu/su5JarKElRuVuSz35bIUVGO3t9f6xhCiCYgz8pCCKcy6BTZsUoI0WBzd2Ry43+2EqjXsyS+J2MDfc/pfBV4+EgGdnTENWCJVXHxFhyOWuLj48943PEZOZylR45i1OE1MJSc5AQctnPbVt3N05Prn5uOT0B7fntvPyV5rjeb0eiup9+FHbnt5WFc9XAcET18KP11PkkjR5B+001SxHEB76ByPQpXKQrXofBv1FMetxL4Owov//G/wX/c/ikql6IwGIVv/3LufFQmITsftVT2sjKtIwghmogUcoQQTqXTKWQXSyFHCNFwuzOKGfP6aqqqbHwX2527Owad0/kZFivTU3Lw9Y0hIuLOMx7rcFgoLt5Kly6dz3icwWDA4Tj7EifPvkHo3PVsmtuwPj3H6Q0GJj35Au0jOrP888PkJpee0/lNzS/Ek9E3RDFl1ihG39gTT3sZudOnkzRgALnPPouj1LXytmVZwPG/um5A5SmOsasqO1HpCvRXFPorCvo/Zt4UAJ6AD1D4p3M2qSqDUPCULaxbLJsscxSi1ZJCjhDC6aTZsRDiXBVWWBk+cyUHs0t5tWcEr/WMwHAO7x+/yDaxvbSC7pHPYDAEnvFYk2kVnp6e+Pj4nPYYo9GIqp56ZsOfeQ8Nw1JeTtaRQw3Oqig6Ln/wCTr26suGH1NI3eMiW3Ir0KVve658qD+3TRtO3wvCqT20j7TJN5Aydiwl383ROqE4hZHAh6hUqyrrgHtOMYNmL5AAPIDKS6qDkj/9bvcCTEA+0POP20pUlSygnxRxWjS7uahBz2NCiJZHCjlCCKcrKDu3HhdCCAFgc8BVH2zip11Z3BHenrn9I/EzNKwJsgo8dCQDh6Jn4ICvz3isybwWRdExdOjQ0x5jMBjgLG+ADEGeuHf148jGtQ3KeNzYKfcSNXQke5ZlcHCt9jvLuHnoib0ogtunD+eKqf0J7+pF8bx5JA0bRvott2I5eFDriOIM7kXBADyBigcw4hTFl0GKwvcovIpCEfAqKo4/fr8fRiEBqAD+748i0AJUJgGJqsp8VWWjFANaJHtpCdil4bEQrZEUcoQQTldmqdU6ghCiBXvix328uugIw/x8WBbfk26ebg06L63ayispufj49KJj+K2nPc5iyaSqKp2YmJjTHlM3I+fM1/OKD0W1O9g4b3aD8gEMu/YmBlx6BUe35rF1QWqDz2sKAWFeXHBTT6bMGsWoyVF41BST++KLJA0cSN6L/8JRUXH2QYTmaoBRKFyIwheoHDjNL66iKPRRFKajkAck/nF7kKIwWVG4TlHwVhQ2qirxKNiAN1G5AliLyiEp5rQ49tLSum0ChRCtjuxaJYRwKpvdQY1NXjQIIRrn803HSMgr47Mpg1kWH82UA8fYVHL2wsLnWYVcHeJPbNQL5BcsxmYrOeVxhaYVRHS847TjnHVGjk7Be3AYhZlpWKsa1qS438WXMvLG28g8YmbV10cadI6zKQp06RdE/4siiIgJxG6zY9mzm/wZM6g5kqBJJtE4b6PyOAq+ioKq1hVfPlHB4zTLovwUhZGqyqkW9JWoKrnAKEVhu6riBxgUhQhVZRsqfaTxcYtiLy6p+0cvhGh1ZEaOEMKpqqwyhVcI4RybUsyMe2sttho7P8RFcmuHM/e+AXBQt8QKRc+AuK9Oe5zZvA693o0+ffqc8n6DwVA32Gl4xASg9zay9Ze5Z80E0GPIcMb/7f/Zu+/oqOr8/+PPe+/MpPfeCIQSIJDQewel2RVdCyp2xV527evq194LFhQLoPuzrbru2ntFLCgugmCBFFroJJRkZu7vj4FIJPRJ7kzyepzjYZh7597Xnchk5j2fz/szmVXlG/n3/T/s1WOCKSLaRbeD8ph48wDGn1dMZm4ka577J7/06UPpxJNVxAlTG2ybJUDctg/rE4BIAg2Qd8cE2jRw/+vYHLbt9lZg+8RGC9i3NdkkFPjWrweXvrcXaY5UyBGRoKreqrd6IhI8FWu3MODW9/l1xUbu7tiKG9pl7/HNy2+bt3LLb8uIi+tCdtZfGtxn3bqv8fk207179wa3u93u3Y7IiemTRe3mLSz66os9XkNupy4cctHfqFq3lRdu+XqP+wdTcnYMw04o5NTbBzLgyHZEVFdScdVVLOrVkxU33oh/L0cTSWiKBdzA6h3+X40DsoFXbZuKbfd/ZduUbbtdYdtEAzl/GqmxfUpVxLb72wHb1zxaBbTRaJyw41u/HkMjckSaJZVoRSSoNqqQIyJBtsXrZ/R9nzLlhO6c3TWL9tGRnD1vMVW+XQ+ZmVoWmGJV1OEGVla+gde7od52265l9ZpPyc0d1ODjXS4X7GKAoRnvIbJDEvM//2iP2dPy23DklX+nZouP5278CrsJZp4apkGb4lRKRuaR3T4RX62PLd98zfJbbqFm0aLGDyBNxjQMrrLheWza2rAOOBWDaMPgE9tPOgY5wCJs7gOKbJsuGJzwp6LMOttmOYEpVdtlGQYH2/BP248BDGuqi5Kg8a9f73QEEWkkKuSISFBt3KxGxyLSOCY/N4fJwzZwycGFvNGzAyfO/Y2yLTUN7usHLphfyge9C+lW8jTffHvUTvusXvUhaakHkZSUxNq1a+ttc7vdGLsYkBPTIwOAT559erd549MyOOba/wNc/L8bv8K7pXGrOBExLjoPzKZ4RB6xiRF4N1axevp0Vt5zL2zZ0qjnFue0MQzOa2C0zD3GH2PXTjJMTtrNMRINg2MauP9owwCNxAlbvnXrnI4gIo1EU6tEJGhs22a9VqwSkUY05aNfOWv6N7SK8PBOrw70io/e5b6/bNrK7b8vJy6+mKysCTttDyxDbtCvX7+dtrndbuyGGrcbENM3k3Url1G9dvUuzx0Vn8Cx19+MJzKal27/lk0bGi44BUNqbizDJ3Zk0u2D6H9EW9zrllNx+eUs6t2blbfcqiKOSAvlW7/O6Qgi0khUyBGRoPHZNhu3aGqViDSuDxasZOy9H2N6bV7p3p6jM5J2ue+jZSv5ceNm2nW4EZcrtt62mpqVVFX9TIcOHXZ6nNvtxm5g6lZEmwRcSZF8+59Xd3lOd2QUx1xzE7HJqfz7gbmsXRb8PjSmadC2RxpHXdGT467tQ2GfdDbP+oLfxo/ntzFj2PCf/wb9nCISXnzrNLVKpLlSIUdEgsa2oUqFHBFpAr+v3sSAWz+gfHU1Uzrnc2WbzAYngPhsuGD+EgzDTUnJUzttr1z1HgkJsZhm/bdEbrcbvDvPrYrpk4mvppYf3n2jwVyWy8URV1xLal4+7z65gGW/BPeDVGSsm55j8znl1gGMOasraWkmq598koU9e1J2xpnU/P57UM8nIuHLX12N7dNqoiLNkQo5IhI0to1G5IhIk6mu8TL87o95f/4KLsrPYFqX1kSbO7+1WbhpK3f8voyE+O5kZh5Zb9vqVR9hmm66detW7/6GplYZUS6iuqSy+H9zGg5kGIw9/zLyOnfl85d+5dfvVh7Q9e0orVUcI0/txKm3D6TPoQWYqysov+hiFvXpw8o77oSaxpu6JSLhy19V5XQEEWkEKuSISNAYhlatEpGmd/oz3zDlo185ODWB13u0J9Pj3mmfh8tWMq9qM+0Lb8Y0Y+ruX7/he7zejZSUlNTb3+Vy7VTIie6WBpbBp7tocjz8lLPo0G8Qc94tY+6H5Qd8XaZl0L5XBsf8rSfHXt2b9j3S2PTZp/w2Zgy/jxvPxrffPuBziEjz5tPKVSLNkgo5IhI0pmFQpUKOiDjgrrd/5uLn5tAuOoL3enegJC6q3nafDefPL8U0PHTv9uQOW/ysWvUBWVnp9fZ3uVzYtfULObF9s6heu4bV5aU7nb/PERPoMfZQFn29gi9f+fWAriU63kPv8a059baBHHxGEclJsGrqVBb27EH52edQW7rz+UVEGuJbu87pCCLSCFTIEZGgsUyDKq1aJSIO+c+Pyzj8gc+IsOHfPdpzSFpCve0Lqrdw1+LlxCf0JCPj8Lr7V63+CI8niszMzLr7/lzIcefE4s6M4Yf33trpvF1HHMzg40+hfMEa3n3yp/3On9E6noMmdeaUWwfQa3wbzOWllE2ezC/9+lF5z71Qq9dXEdk33jVrsO2d+32JSHhTIUdEgkojckTESQtWbGTgrR+wcv0WnujShovzM+ptf6h0BQuqt9Ch462YZmDp8tWrP8G2/fTt27duP8uy6hVyYnpn4vf6mP3Ki/WO17ZXXw4683xWVVTx2n3f73Ne02XQoW8mE67uxTFX9qJt9xSqP/qQXw86iN8OPZSq9z/Y52OKiGznW78O1PBYpNlxOR1ARJoXNTsWEadt2OJl8O0f8tyZfbmybRYdoiO45OcytvptvDac/9MS3uldSLeSaXw353i83nVs2PAjbdsWAGAYBpZl4a8NfPgx3CbR3dNZumgBfv8fr3E5HYs49OIrqVq3lRdvnr1PGWMSPRQNzqHr0FwiY93Url1L5ZSHWfXII+DV66iIBId/40Zs225wVT8RCV8q5IhIUGlEjoiEihMe/4rrDunMqQNb0yY6golzf2dVrZefqrdw7+LlXNa6N+np41m58r+sWv0+bVpfGFh2fBu7JlDIieqaihlh8dnz0+u2peblc9SVN1C71c9zN36F37/T6RuU2TaB4uG5tO2eDtjU/LKI0rvupvrTT4N56SIiAX5NqxJpjjS1SkSCqkojckQkhNz0n5/424s/UBQTxbu9O9ApJhKAB5asZNGmLRR2vAPTjGLVqg8xTRe9evWqK+bYNYHqTEyfTLZs3EjF/HkAxKelM+G6m8Fw8c+bvsa7ZfdVHMtl0rF/Fsdd24ejr+hJQddkqt5/l19HDOf3w49QEUdEGo1G44g0TyrkiEhQaflxEQk1L31XwdEPf0G8YfJGzw4clBJPrW0z+adSLCuCkuKpVFX9RE3Narp06YLLFRiw7N/qw5UaRUTrBH767EMAouLimXDdzXiiYnj5jm/ZtL5ml+eNTYqg3+EFTLpjICNP6URCVA0r77ufhd27UXHhRXhXrGyS6xeRlkwjckSaI02tEpGg0ogcEQlFP1asZ/BtH/LGxYN5pmsbbvx1KY+WVXL/khVcnN+ftLQxVK56j/T0I+oKOfZWHzG9MrB9fj5/YSbuiEiOvvpG4lLS+PcDc1mzdFOD58pun0jx8FzadEsD26bm559ZctddbPrii6a8ZBER0IpVIs2SCjkiElS1vr1sFCEi0sTWbKphwG3v89LZA7ihXQ4doiO59pcKDk1LpGOnu/h5wVXkZB9H69atAbBrfUT3zqSydDHerTUcdeXfSctvw7tPzWfpwnX1ju1ym7Tvk0G3kXkkZ8fi21JD1VtvsvzWW/FVrmr6ixURAbBtTa8SaYZUyBGRoDINAw3jFZFQ5ffDUY98wa1HduEvfVpREB3BtYsqeK6kgNycE/D7vfTo0QMAd3YsVoybWa88z9jJl5DXpYQvXv6FX775Y0pUXEokXYbm0GVwDu5IC++q1ay86zFWP/GEU5coIvIHNTsWaZZUyBGRoDJNwOd0ChGR3bvqlf8xb+kG/n54EXcV5vJm5XrGpfXGW7uWrKwMACILk6jZvIWcjp0pHDCE798r5Yf3ywHILUyieEQurbumYts2W+f/xNLbb2fz1984eVkiIvXYto1haDyOSHOjQo6IBJWpNwsiEiZmflXKwpUbeea0vhyUGo9pGJiuJEwjMEXUnRxF9bq19Bx3OAu/XsHs13+naHA2JSPzSMqMwbdlKxv++x+W33Ir/rVrHb4aEZEGqEeOSLOkQo6IBJUKOSISTmb/vpYRd37E6xcOIiI2ApdpABYAtt8mJjGJVeVVbFq/lUl3DMIdYVG7spIVtz3ImqefcTa8iMgeqZAj0hypkCMiQWWaTicQEdk3yzZsYcBtH/CvcwfQJScBv20HitJGYFpCSk4MyZnRbPnfj1Tcfjtb5sxxOrKIyN7x+7Ft1OxYpJnRRy4RCSqNyBGRcFTj9XPIg5/x7+8rMACv3xdY7cVvs+WnnyideCKlp56qIo6IhBcb9NZMpPnRiBwRCSpL7xZEJIxd+P++p0erJLITIrBtP4ZpElVUROt//hMA79q11JaXU7NkCbXl5dSWV1BTXh64vXw5eL0OX4GIyA7UI0ekWVIhR0SCSiNyRCTcxUeYGOt+x5fUmt/X/8rd39xNq/hWtE9qT35cPpn5mSS1G0ySFYnp9tStCGP7/XgrK6kpLaW2rKx+kae8HG9lpT5UiUiTsvWaI9IsqZAjIkGlOo6IhDOXCXFRLowvZ+Ja/QttjnmKK/tcyWlvn8Y/F/xzp/2jXFEUpxZTlFJEu6R25MXlkd4ph6SuHYm3IjDdnrp97dpaapevCIzmKSv7o8hTERjZ41u3rgmvVERaBNvvdAIRaQQq5IhIUFmmKjkiEr5GdEzHMF1Q/g0s/hTXcxPIPeEFZo6byaS3JrG0emm9/Td7N/PV8q/4avlXDR4vKSKJbund6JzcmYLEAnLjcknr3p74Xt1IdEVguP54K+bfvJnapUu3FXrK6xV6asorsDdtatRrF5FmSCNyRJolFXJEJKg0tUpEwtlBnTMDvXGWbmtq/OuHuJ4+hPRT/s3McTM57e3TWLxh8V4fb+3WtXxY9iEfln3Y4Pac2By6pXWjY0pH2sS3ITs5m9SsbsQN7I/L5cGwrLp9fRs2BPrzLF4SKPJUlFNbUUFteQW1FRXYtbUHcuki0hypjiPSLKmQIyJBpeXHRSScdW+VBKt/gZqqP+4s+wrX4yNJOuNdZoydwenvnM7CtQuDcr6Kqgoqqir47+//3WmbiUn7pPYUpxZTmFxIfnw+mTmZJLfpT6IVieXyYGx70bX9fnxr1lBTtq0Rc0V5vWbM3hUrwK8pFiItjkbkiDRLKuSISFBpRI6IhLO8BDfGvFk7b1jxP1yPDiLu7E94ZswznPXuWfy46sdGzeLHz89rf+bntT83uD3CjKAotYguqV1on9ieVvGtyGiXQWKnAuKsSKwd+/N4vdSuXEntklJqykq3jeQJTNmqLS/Ht3p1o16LiDhDzY5FmicVckQkqFTIEZFwlRrrwePxBPrjNGT1r1gP9SHqvC+ZNnoa5713Ht+s2MW+TWCrfyvfrfyO71Z+1+D2eE88xWmBRsxtE9uSG5tLenEbErp3IcEVgely1+3r37qV2mXL6hox/3lpdX9VVYPnEJEQp2bHIs2SCjkiElQq5IhIuDqkODuwlHjFboozGyqwHuiO5/yveeygx7jow4v4rOKzpgu5DzbUbOCzis92mS8jOqOuP09BQgE58Tmk9i4irl9v3K6I+v15qqoCjZgXL96pyFNbUYG9dWtTXZaI7Cu9NxNpdlTIEZGg0qJVIhKuhnRIxa7djLFy/u533LQa6/5uGOfP5sERD3LFx1fwXul7TRMyiFZsWsHbS97m7SVvN7i9IKGA4rRiCpMKaZPQhqz0LFLyehNvDsHl/qM/D4B37drAkupLltQv8pSXU7tiBXi9TXVZIrIDMypKfXJEmiEVckQkqDQiR0TCVeeseFg6Z++mImzdgHl/N5g8m7uH3c21n13L67+93ugZm9Jv63/jt/W/NbjNZbrolNyJrqld6ZDUgVbxrchsk0lSh3xizUhMtycwugmwfT68q1ZRU1pKbWnpn0bzlOOtXKUPmiKNxIyLdzqCiDQCFXJEJKgsDckRkTCVHmNh/Dh77x/g3YL5YA/sc7/klsG3EO2O5vmfn2+8gCHE6/fy46ofd9nwOdoVTXFqMUWpRbRLbEdeXB7pnXJJ7NqJeCsC0/1Hfx67tpba5csDo3lKy3ZaWt23bl0TXZVI82PFx2lJUZFmSIUcEQkqFXJEJBx1yY7HdHl23x+nIX4vxpTecNbHXNvvWqJd0Tw176nGCRlGNnk3MWv5LGYtb2AFMCAlMoVuad3olNKJgsQCcmNzSe3Rgfhe3Ul0RWC4/niL6t+8mdqKpdQsWUxNWflOS6vbmzc31WWJhB0zLl6FHJFmSIUcEQmq2Ei9rIhI+DmkODtwY1crVu3J1KFw6htc2utSYtwxPPT9Q8EL1wyt3rKa98ve5/2y9xvcnheXR0laCR2TO9ImoQ3ZKdmkZHcnftAAXO6Iev15fOvXU1NeTs3iJYFRPNsKPTXlFdQuXQq1tU11WSIhx0pKrJvmKCLNhz5xiUhQJUW797yTiEiI6VuQjF1VibFx2f4f5OlxcMLznF1yNtHuaO74+o7gBWxhyjaWUbaxjP/89p+dtpmYFCYX1vXnyY/PJys3i6SCASRaUVg79ufx+/GtWUNNaWmgR0/5DkWe8nK8K1eCX8szS/NlxatHjkhzpEKOiASN37ZJjPI4HUNEZJ+1S42CJe8e+IGeOw6OnsbErhOJdkdz45c34t+b5smy1/z4mb9mPvPXNLy6WKQZSZe0LhSlFNE+qT15cXlktM8gqXN74qwILPcfv6dsr5falSupXbKEmrKynZZW961Z01SXJdIoVMgRaZ5UyBGRoPH5bRI1IkdEwozLhNhIN8b+Tqv6s5dPh60bOKrnJKJd0Vz96dV4bS2/3VS2+LfwzYpv+GZFwz/PBE8CxWnFFKUU0TaxLblxuaQXFxDfvZgEVwTmjv15tmyhdtmyQCPmsrKdllb3V1c31WWJ7BczJsbpCCLSCFTIEZGgsW1IitGIHBEJL6M6ZWKY1r43Ot6d/1yCsXUjowdcQJQriss+uowaf03wji/7bX3Nej6t+JRPKz5tcHtWdBYl6YH+PAUJBeQk5pCS0YW4/n1wuyIwLKtuX19VFbUVFdQsXrzTaJ7aigrsGv3MxUGWhRkZ6XQKEWkEKuSISNCYhnrkiEj4OahzBrbfj7F0TnAP/O71mFs3MHjY1Tw86mEu+OACNnu1wlKoW7ZpGcsWL+OtxW81uL1dQjuK04opTC6kdXxrMjMzSWnVlwRrKJbLU68Rs3fNGmrLygIjerYXeSoC/Xlqly8Hn6+pLktaICsuzukIItJIVMgRkaCxTIOkaI3IEZHw0i0vEVYvgppGmCbzyV1YWzbSa8ytPH7Q45zz3jlU1VYF/zzSZH5Z/wu/rP+lwW1u002n5E6BRszJHWgV14qMggySOrQh1orA3LERs8+Ht7KSmtIyaktLdxjJExjZ462sbMrLkmbIVCFHpNlSIUdEgsYwDFJjI5yOISKyT/IS3Rg/zmq8E8x+DKumiqLDHuDpMU9zxjtnsG7rusY7nzim1l/L3FVzmbtqboPbo13RlKSXUJRSRLvEduTF5ZFelEdCcSfirQhM9x+jWv01NXiXL9/Wn6d822ieP1bd8q9f31SXJWHKilchR6S5UiFHRIJKI3JEJJykxnpwuz3B7Y/TkO+fxbV1I22PeZIZY2dw2tunUblZIy5amk3eTXy59Eu+XPplg9tTI1Pplt6NjikdaZvQlpzYHFJ7diS+dw8S3REY1g6NmDdtonbpUmoWL96hAfMf07fszZrG19KZsSrkiDRXKuSISFAlqEeOiISRw0qyA1NdgrVi1e7M/zeu544l94TnmTFuBpPemsSy6mWNf14JG6u2rOK90vd4r/S9Brfnx+VTnFZMp+ROtE5oTXZqNik5PYg3B+JyR9Tvz7Nu3bZGzEvqRvLUFXqWLYPa2qa6LHGIlh4Xab5UyBGRoIqLcGEYgRWsRERC3eAOadi1mzAqFzTNCX/9ANczh5Jx8ms8O+5ZJr09iSUbljTNuSXsLdm4hCUbl/D6b6/vtM3EpGNyR7qmdaVDUgfy4/PJzMskuWAgiVYk1o79efx+vKtXB3rzlJbutOKWt7IS/P6mvjwJMvXIEWm+VMgRkaAyTYO4SBcbNnudjiIiskedM+Og4juwm/BDa+ksXE8cRNLpbzNz7ExOf+d0Fq5d2HTnl2bJj5+f1vzET2t+anB7pBVJ17SudEnpUtefJ6Mwi8SiDsRZEVjuP6ZG214vtStWULuklJqy0rq+PLXbCj2+tWub6rLkAFjxcdg+H4ZlOR1FRIJMhRwRCbqkaI8KOSISFtJiLIwfZzf9iZfPxfXoIGLP/oRnxjzDme+eyf9W/a/pc0iLscW3ha+Xf83Xy79ucHuCJ4Fu6d3onNyZtkltyY3NJa2kgPgexSS4IjBdO/Tn2bIl0J9nyZLA8urlFX8sq15ejr+6EVaAk31mxsUFRlapkCPS7KiQIyJBlxTtYcnqTU7HEBHZra45CZguT9P0x2nI6l9xPdSHqPO+5MnRT3Lee+fxzQqHskiLt75mPR+Xf8zH5R83uD0nJofitGI6JnekTUIbcpJySM0sJnZAP9wuT71RH76NG7f151lcb8pWbUU5tRVLsWtqmuqyWjQrLg4bMJwOIiJBp0KOiARdYpQaHotI6DukOCtwo7FXrNqdDRVYD3THc/7XPHbQY1z4wYV8vvRz5/KI7EJFdQUV1RW8ufjNBre3T2xPcVoxhUmF5Cfkk5WVRUp+PxKsSCyXp34j5tWrA9O1lizZYaWtbcWe5SvA52uqy2rWzPj4ur5IItK8qJAjIkGXqCXIRSQM9C1Ixt64AmPjcmeDbFqNdX83jPO/5qGRD3HFx1fsctUikVC1aN0iFq1b1OA2j+mhU0onuqR2oUNSB1rFtSKzIJOkDm2ItSKxPDv05/H58FZWUrOkNNCMua7IEyj4+FataqpLCntWXLymVYk0UyrkiEhQ+fw2STEakSMioa9tShQs/sTpGAFbN2DeXwLnf83dw+7mms+u4T+//cfpVCJBUeOv4YfKH/ih8ocGt8e6YilJL6FzSmfaJbUjNzaX9C6tSCjpTLwVgen+432Fv6YG7/Ll1CxZQk1p2U5Lq/s3bGiqywp5rvQ0jcgRaaZUyBGRoPLbtkbkiEjI87hMYiPdGE71x2mIdwvmA92xz/2SWwffSrQ7mhd+fsHpVCKNrspbxedLP9/ltMK0qDS6pXejU3InChIKyInNIbVnR+L79MTtiqjfn6e6OtCIefHiuubLteUV1Gxrxmxv2dJUl+U4d3a20xFEpJGokCMiQZcUrRE5IhLaRnVKxzAtZ/vjNMTvxZjSG87+hOv6XUe0K5qn5z3tdCoRR1VuruTdJe/y7pJ3G9zeOr41JWklFCYX0ia+DVlpWaTk9iTeHITLHVG/P8+6dTv05ymv34x52TLwNpNVN91urKQkp1OISCNRIUdEgso0DFJiIpyOISKyW6M6ZWD7fRhLv3c6SsMeGwKT3uSyXpcR445hyvdTnE4kErIWb1jM4g2L4dedt5mYdErpRNfUrnRI6kB+fD6ZrTJJajuIJCsS0+2pm35k+/14V60K9OYpLd22pPofhR7vypVg2017cfvJnZ5er4AlIs2LCjkiElSWaVCQFuN0DBGR3eqWlwirFkLtJqej7NpTY+GEFzmn5ByiXdHc+c2dTicSCTt+/MxbPY95q+c1uD3SFUlxajFFKUW0S2xHXnweGR2zSexSuK0/zw6NmGtrqV2xItCIuay0/mie8nJ869Y10VXtmaZViTRvKuSISNDlJ0c7HUFEZLdyE9wYc2c5HWPPnpsAxzzJyV1OJsYdw42zbsRv+51OJdJsbPFuYfby2cxePrvB7UkRSYFGzMmdaZvYltzYXFK7tyOhZwluVwSm64+PU/7NmwP9ebZN26opr/ijT09FOf7qpiscu7KymuxcItL0VMgRkaCLjnCRFO1m7aZap6OIiOwkIz4Ct9sTev1xduWl02DrBo7qcSrR7miu/vRqvHYz6eMhEuLWbl3LR2Uf8VHZRw1uz4nNoSSthI7JHWmT0Iac5BxSskuINfvjdnnqN2LesIHaigpqFi/+o8izbWn12ooK7NrgvW9yZ2Vhe70YLn3cE2mO9C9bRBpF65QY1m5a53QMEZGdHFqSHeiJEUorVu3J6xdjbNnI6AHnE+mK5PKPLqfGX+N0KpEWr6KqgoqqCt74/Y2dtpmYtEtqR3FqMYXJheTH55OVnUVy6/4kWpFYLk/9RsyrV1NTVkbtktLAlK1tS6vXlFfgXb4c/Hs/Gs+dnRU2/XxEZN+pkCMijaJVSjRzytY5HUNEZCeD26di11RjrFrodJR98+51mFs3MGTYVUwZOYULP7yQzd7NTqcSkV3w42fh2oUsXNvwa43H9FCUUkSXtC60T2xPq/hWZLTNIKljAbFWJNaO/Xl8PrwrV1KzZHsj5u1TtpZSU16Ob9Wqesd25+SARuOINFv61y0iQVfr85Ofoj45IhKaOmXGBaZVhWOvmU/uxKqpovfBN/P4QY9zznvnUFVb5XQqEdkPNf4a5lTOYU7lnAa3x3viA42YU4vq+vOkd21NQrciElwRmC533b7+rVupXb6c2iVLqCkrI7JTp7rVuESk+VEhR0SCzgDyU7RylYiEptRoF8YPDTc2DQuzHsHasoEuhz3AU6Of4sx3z2Td1nVOpxKRINtQs4HPln7GZ0s/a3B7enQ6JWmBRswFiQVkx2WT1qszcX17YVmeBh8jIs2DCjkiEnQuy6QgVYUcEQk93fISAt9iV3zrdJQD8/2zWDVVtDt6GtPHTue0t09j1eZVe36ciDQbKzet5N0l7/Luknfr3Z8SmcJHx33kTCgRaRLmnncREdl3bVTIEZEQNL7rtiV5w6nR8a789Bqu544jLzaHmeNmkhWj5YZFBHLjcp2OICKNTIUcEWkUidEeYjzWnncUEWlCfdqkYG9cDlUrnI4SHL++j+uZQ8mITOHZcc+SH5/vdCIRcVheXJ7TEUSkkamQIyKNRn1yRCTUtE2JhNJZTscIrtJZuJ44iCR3DDPGzqB9YnunE4mIg3LjcvH6vU7HEJFGpEKOiDSaVlq5SkRCSITLJCbSjVHRDKZV/dnyubgeHUSc6Wb62Ol0Se3idCIRcYhG5Ig0fyrkiEij8Pr95CerkCMioeOgzhkYptU8+uM0ZPWvuKb0I8rv48nRT9Izo6fTiUTEAQUJBbhMrWkj0pypkCMijcK2NbVKRELLqE4Z2H4fLPve6SiNZ30Z1gM98NRsYupBjzEwe6DTiUSkiRUkFDgdQUQamQo5ItIo3JaplatEJKSU5CVA5c9Qu9npKI1r0yqs+7vh2rSWh0Y+xMhWI51OJCJNJCM6g2i3RkSLNHcq5IhIoylIUyFHREJHbrwbo6yZNTrela0bMO8vwdywlLuH3c0hBYc4nUhEmkC7xHZORxCRJqBCjog0mrS4CDyWXmZExHkZ8RG43J7m2x+nId4tmA90x1z9K7cOvpUJHSY4nUhEGlm7pHb4/D6nY4hII9MnLBFpNKZhkJcc5XQMEREOK8nGMAxojitW7Y7fizGlLyz7gev7X8+pRac6nUhEGlG7xHbY2E7HEJFGpkKOiDQqNTwWkVAwuH0adk01rFrodJSmZ/vhsSGw5Asu63UZ55Wc53QiEWkkhUmFWrFKpAVQIUdEGo3X76djZpzTMURE6JQZCxXfBpbUa6meGguL3uXcbudyRa8rnE4jIkFmYNAmoY3TMUSkCaiQIyKNxgCKcxOdjiEiQkq0C6NsttMxnPfsMfC/f3Fy0cn8vf/fMQ29FRRpLrJjs4l0RTodQ0SagMbdiUijsUyTHq0SnY4hIi1cj1ZJmC53y+uPsysvTYKtGzi6xylEu6K55rNr8Npep1OJyAFqm9jW6Qgi0kRUyBGRRpUeH0lqrIdVVTVOR5H9YKz+HdecFzC2rMfXqje+4iMBMCvm4vrfv6F2C75WPfF1OQxMa+fHV/6C57OH693nT8yjdvglGCt/xqqYC76t+NoNx07M+WOnrRuxfvscX6cxjXp90jKM75oZuNGSVqzak9cvwti6kTH9JxPljuKyjy6j1l/rdCoROQDtEgMrVlkN/D4WkeZF42lFpNF1yUlwOoLsD+9WzFW/UjvkAry9TsL67XOMlQth01rMZf+jts8peIuPwFr8FdavnzR4CLNyEbV9TqZm6IXUDL0Qb+dx+LOKAHD98C98bfrjz+yC9dN/6z3OWvQRvvbDG/0SpWXo3SYZe8NSqK50OkpoeedazI9uZUjOEB4e+TBRLq0yKBLO2ia21YpVIi2ECjki0qi8Pj8l6pMTngwTX4eR4InGn9kZOyEbDANj01q8PY7DTsrD36oXvoKBGJW/NHgIX+t++HO6YSe3xk5ujVG9Gn9218DhN63BdkVie6IwNq2te4xZ8T3+jE7gimiSy5TmryAlEkpnOR0jNH18B9Y719A7szdTD5pKrDvW6UQisp+KUoq0YpVIC6FCjog0KtMwKMnTiJywZLnBMAK3vVux49KxU9thpxbUn0YVmQDRSQ0fY8f7bT/GxpXY8VmBv6YUYGxei1G9BjspP7DP1o0YG1dgp7VrhAuSlijSZRIT4cZQf5xdm/UI1r8voGtqF54a/RSJEYlOJxKRfRTliqJ1fGunY4hIE1EhR0QalWkadMvbxYd8CQvGyoW4P38M/H7w7dzryFhXiq/NgD0fZ80S/Mn5dX+v7Xk85polGDWb8BYfDmybUtVuOMaaJViLPsIs/z5o1yEt08FFGRimpf44e/L9s1gvnU67xLZMHzud1KhUpxOJyD7omNxRvXFEWhAVckSk0SXHeMiM13KY4cqOz8TXuh9m5SJc/3u93jajqhI7Ii4w7WoPzKU/1k2rAiAqEV/hKHyFI8EdhVn+Pf7MIrB9uL+ega/tYMzSbzBW/RrsS5IWZFSnDGy/F5b94HSU0PfTq7j++RfyYnOYOXYmWTFZTicSkb3UNbUrPtvndAwRaSIq5IhIkyjO1fSqsBUZjz+/D94uh9Uvqvh9mL9/ia9o/F4dxly7BHuHETn1bN2IUV2JnVqAuepX7IgYMC3suHTMZf8LwkVIS1WcmwgrF4B3i9NRwsMv7+F65nAyolKYOW4m+fG7+DcrIiGlS2oXbFuNjkVaChVyRKTR1fr8dFUhJ+zZiTkQ9cfP0Vr0Ib4Ow2EvGisaG5Zhx2WA0fCvHeuXj/G1Gxr4i68WjG3Dw00Lw+894OzScuXEuzDK1Oh4n5R+gWvaQSS745gxdgbtE9s7nUhE9qB7enc1OhZpQVTIEZFGZ5kG3fISnY4h+8pXi7G2rO6v5ooF+AoGA2AteBd/Yh54a6F6Nebir6AqsLSztehDjI0r6x3KXPo/fDtOq9px2/YpVZYHAH9iHsaWDQAYm9fiT8gJ+qVJy5CdEInbE6H+OPtj2Vxcjw4mznQzfex0ilKKnE4kIruQGJFIZkym0zFEpAmpbCsijS6wclWi0zFkHxlVK3F/+Th2TCr+5NaB5cazirAWvINr/lv19vXHpuNv3RcAs3wOdnQydlx63XZz1S+B0Tt/tnUjRvUq/Lnd/rgvNhVf6/5Y898CTPx5vRrh6qQlOLTbtt5NWrFq/6xehGtKP6LO/YKnRj/Fue+fy7crvnU6lYj8SZfULk5HEJEmZtiaTCkiTWTwHR9Qtmaz0zFEpIWYcXofBrWKwrgtF/R2Z//FpOGbPBtvRAwXfnAhXyz9wulEIrKDc0rO4eziszW1SqQF0dQqEWkyxTmJTkcQkRakU2ZsYDSOijgHproS6/4S3JvXMWXkFEa0GuF0IhHZQXFqMeYuetCJSPOkf/Ei0iTU8FhEmlpytAuj/GunYzQPWzdg3leMuWEp9wy7h0MKDnE6kYhsU5JWokKOSAujf/Ei0iRcpkH3VolOxxCRFqJ36yRMy61Gx8Hk3YL5QHfM1b9xy6CbmdBhgtOJRFq87Jhs4iPinY4hIk1MhRwRaRKGYdA1JwHDcDqJiLQE47pmBW6o0XFw+b0YU/pgLP8f1/e/nlOKTnE6kUiL1j29u9MRRMQBKuSISJOJ9rhokxLjdAwRaQF65Sdhr6+A6lVOR2l+bD88NhhKv+TyXpdzbsm5TicSabF6Zfai1l/rdAwRaWIq5IhIk7Ftm575SU7HEJEWoCAlEspmOR2jeXtyDCx6j/O6ncflvS53Oo1IizQgewBu0+10DBFpYirkiEiT8fltBrdPdTqGiDRzkS6T6Ag3hvrjNL5nj4b//YtTik7h+n7Xq+GqSBPKiM4gOzbb6Rgi4gCX0wFEpOVwWSZDC9MxDK0GLCKNZ3SXTAzTUn+cpvLSJKjZyDHdTybaHc01n12Dz/Y5nUqk2eud2dvpCCLiEH1tIiJNKiHKTecsra4gIo1nZKcMbL8Xls11OkrL8e8LMb6cwtg2Y7ln2D2a6rEH/l/91D5Vi73uj2817Bob71tevB958b7rxfbu+hsPe5ON9wMv3re89Y/7ux/vm168r3nxr/DXf0y1jfeT+vtLeOud2Vv9cURaKBVyRKRJaXqViDS2ktwEWDkfvFucjtKyvHMN5ke3MSxvKFNGTiHSinQ6UUiyq23wg72sfqHG95YPs42Ja5gLI9PA99GuRzXZG2zs1Tb86TO8920vZncTo/3Oj/d95cPqZwXtOsR5/bP6q2gq0kKpkCMiTcoAhhWmOx1DRJqx7DgXRqkaHTvi49sx376WPpl9ePzgx4l1xzqdKOQYMQZGO6PeffZGG/8CP0bbwP1mgYn/Oz/21oZH5ZiZJka6sfOG9WBEGBhRBqz/427/fD9mWxPD08BjJCxlxmSSFZvldAwRcYgKOSLSpEzToGd+ElFufSsoIsGXkxSJ2xOh/jhOmvUw1usX0TW1C0+NfoqEiASnE4Ucw6hfUPGX+iEKDFfgfiPGAAvspbtpKNdATcbINbDX29jrbIzswA52tY29ysbM19v+5qR3hvrjiLRkekUXkSbntkz6tkl2OoaINEOHleQEbmjFKmfNmYH18hm0S2zL9LHTSY3SlNrd2khgFM2OPGBX7dvKAK5DXdgVNmwGa1TgCxPfVz7Mfib+Cj++r3z4flIj6uZA/XFEWjYVckSkydX6/AxSnxwRaQSD2qVib90Ia351OorMewXXP/9Cq9hcZoydQVaMpoHs1p/XkvWxz+/UjXgDa6CFNcDCiDTw/eTDbGeCD7yvejF7mfj/5w+MAJKw1j9b/XFEWjIVckSkybktk+Ed1SdHRIKvY0ZsYDSOvW8jGaSR/PIermcOJzMqjZnjZtIqrpXTiUJTHNhb/vT/bC0Ycfvf08autmEtmK1M7FIbI9rAsAyMFAP/QhVywllWTBaZMZlOxxARB6mQIyKOaJsWS0Z8hNMxRKSZSY62MMpnOx1DdlT6Ba5pB5HsjmPmuJm0T2zvdKKQY7YyYSPYvkAxx94Y+HN7n5v94Zvtw+wTeKtv19qwvTWdRWC0j4StQTmD8Nsqxom0ZCrkiIgjbNtmUDtNrxKR4OnTJgnDcqs/Tiha9gOuRwcTZ3p4ZuwzdE7p7HQiR9l/GjFmxBkYBQZ2aeB+/+9+zB5mXfNj3yxfYLnxvbR9SpXh3rYKVrb5R7+d9WBkaPWqcDY0d+hO/w+JSMuiQo6IOMLntxncIc3pGCLSjIzrmh24UfGts0GkYasX4ZrSl2i/n6dHP02P9B5OJ3KEXWPj/y4wmsI314e9KfCB3DXWhf8nP77PfNgrbaxhf6zu6P/Jj73yjw/u/mV+7CU2/qU797uxq21YB2beH2/zjSQDq5uF9xMvGGB20UeAcOUxPfTL7odlavVPkZbMsFXOFRGHrNtUQ/eb3lUrCxEJiv9eMIjOsRsx7i1yOorsTkwavsmz8UbEcOEHF/LF0i+cTiQSNgZmD+TRgx51OoaIOEzleBFxTGK0h85Z8U7HEJFmok1KJJR+6XQM2ZPqSqz7S3BvXsdDIx9iRKsRTicSCRtDcofg9XudjiEiDlMhR0Qc4/OrT46IBEe0xyTK48JQf5zwsHUD5n3FWBuXc8+wezik4BCnE4mEhRGtRuAy/7xWvYi0NCrkiIhjDGBYofrkiMiBG1OUhWFaUKFCTtjwbsG8vxvm6t+5edDNHNP+GKcTiYS0goQCLTsuIoAKOSLiINM06NU6mUi3XopE5MCM6JiO7fPC8h+djiL7wu/FmNIbY/n/+PuAv3Ny55OdTiQSsobkDsHn19rxIqJCjog4zG2Z9G2T4nQMEQlzXXMTYOU88G51OorsK9uP8dhgKJ3FFb2v4JySc5xOJBKShucNxzC0dLyIqJAjIg6r9fk1vUpEDlhOnAujdJbTMeRAPDkafnmfyd0mc1mvy5xOIxJS4j3xlKSVYBr6+CYiKuSIiMPclskhxdnoCyYR2V+5SVG4PBHqj9MczDwK5r3CqUWncl2/6zDQLwcRgP7Z/bFMy+kYIhIiVMgREcelxUXQPS/J6RgiEqYOL8kO3NCKVc3Di6fCd9OZ0GECtw6+FcvQh1eRoblDtey4iNRRIUdEHOf1+RlfrFUYRGT/DGyfir1lA6z5zekoEiz/vgDjyymMbTOWe4bdg9t0O51IxDEe08Oo/FFadlxE6qiQIyKOc1kmh5ZoepWI7J/C9BiNxmmO3rkG86PbGZY3lCkjpxBpRTqdSMQRA3MGEuWKcjqGiIQQFXJEJCSkx0XSLTfR6RgiEoaSo10Y5bOdjiGN4ePbMN++jj6ZfZh68FRi3DFOJxJpcqNbj9a0KhGpR4UcEQkJXp+fccVZTscQkTDTryAZw3Kr0XFzNmsK1n8upji1K0+NfoqEiASnE4k0mQgrghGtRmhalYjUo0KOiIQEl2Vy2PaGpSIie2lsl20F4IpvnQ0ijeu76Vgvn0H7xHZMHzOdlMgUpxOJNIlBOYM0rUpEdqJCjoiEjIz4SLrlJTodQ0TCSO/WSdjrymDTGqejSGOb9wquf/6FVnG5zBw3k8wYNcmX5m9sm7GaViUiO1EhR0RChtfnZ1xXTa8Skb3XOjkSo/RLp2NIU/nlPVzTjyAzKo2ZY2fSKq6V04lEGk2UK4phucM0rUpEdqJCjoiEDJdlckR3rV4lInsnxuMiyqP+OC3Oks9xTTuIFE88M8fNpF1iO6cTiTSKITlDiHBFOB1DREKQCjkiElLS4yLp2ybZ6RgiEgbGdsnAME0tPd4SLfsB19ShxJkepo+dTueUzk4nEgm6MW3GaFqViDRIhRwRCSlen5/Du+U4HUNEwsCIThnYvlpY/qPTUcQJlT/jmtKPaNvm6dFP0yO9h9OJRIImyhXFkNwhmlYlIg1SIUdEQorLMjm0OBuPpZcnEdm9LjkJsGIe+GqcjiJOWV+K9UAPPN7NTD14Kv2z+zudSCQohuUNw2N5nI4hIiFKn5RCzDfffMNpp53GK6+8EpTj1dbWMn36dIYNGxaU4233v//9jzPPPPOAcnq9Xp5//nmGDx8exGT7ZsWKFdxwww1cf/31jpx/8+bNPP744xx99NFBO+abb77J+PHjKS8vD9oxm1pspIvhHdOcjiEiIS47zsIom+V0DHFadSXW/d1xb17PlJFTGJE3wulEIgfssILDNK1KRHZJhZzd+PLLLxkzZgwlJSWsXbu2wX0mTZpEjx49eP311/H5fAd8zo4dO7Js2TJs2z7gYwFYlkX79u1ZtmxZUI63XXJyMr///vsB5fT7/SQkJLB06dIgJts3brebjRs3UlPjzLe5fr+fiIiIXf7/tT/S09P55ZdfgnY8J3h9fo7srulVIrJr+SnRuNwR6o8jAVvWYd5fgrVxBfcMv4fxbcY7nUhkv6VHpzMgZ4CmVYnILqmQsxv9+/dn9OjR2LbNCy+8sNP23377jTlz5lBYWMihhx6KZVn7dZ4PPvigbvREbGwsKSkpB5R7R6ZpkpubG7TjbZednU1GRsZ+PXb79Xo8HoqKioKcbN8kJyfTqlXjLF06Y8aMPW6LiYmhffv2QT1v9+7dg3o8J7gsk5EdM4iL0BsYEWnYYSXZgRsV3zobREJH7SbM+0swV//OLYNv4Zj2xzidSGS/HFpwaNC+1BWR5kmFnD1wuVwccsgh/POf/8TrrT+88f/9v//H6NGjcbn2/8PmihUruPHGG+vdZwR57eVgH28709z3/33+fL2NlW1f7M917MlDDz3EvHnzGty2cOFC7rvvvkY7f2NcjxNclsGYrplOxxCREDWwXSr2lvWw5jeno0go8XsxpvTGWD6Pvw/4Oyd3PtnpRCL7bEKHCZhG83g/JyKNQ68Qe+G4445j1apVvPvuu3X3VVdXs3HjRjIz63/QrKmp4d577+X+++/nrLPO4vHHH6/b9uWXX/L4449z4403MnjwYABef/11li1bxuOPP877779f71grVqzg6KOPpnfv3vz0008ALFiwgOHDh7No0aKdci5fvpy77rqL++67jxNOOIHFixc3eD0bNmzgtttu47777mPSpEm8+uqrAMydO5fRo0fz4IMPAvDOO+/QpUsXvvrqKyAwDejuu+/m3nvv5eqrr6aiogKAOXPm0LdvX4477jhWrlwJwLPPPsvEiRNZv359vXPv6nrnzp3LUUcdxYgRIygvL2fDhg3ce++9HHXUUTz33HMMGDCAX3/9db+zV1dXc/vtt/Pqq68yZswY+vTpw0UXXcTWrVvrMjz22GMMHjyYK6644oCeq59++onPP/+cefPmcdddd7F58+a649XU1PCvf/2Lqqoq7rrrLr755o8pAR9//DFjx47l8MMPZ8OGDUCgx9HUqVO59957mTBhAp988kmDP9O1a9dy7bXX8uCDD3LNNdfU2/bss89y++23c/XVV3PJJZfg8/n26WfmFL9tc3SP4I8mE5HmoUN6DJR97XQMCUW2H+OxQVD6FVf0voJzis9xOpHIXuue3p2cuJyQ+LJTREKXCjl7ISUlhbFjx9abKvPqq69yxBFH7LTvfffdR05ODhdddBH3338/Tz75JG+88QYAjzzyCJMmTeL666/nqKOOAuCMM84A4Mwzz2TkyJH1jpWRkcHNN9/M5s2b66ZHRUVFcfzxx+80Hcfv93PxxRdzyimncPHFF5OcnMwTTzzR4PVcd911DB48mIsvvpjbbruN6667jh9++IHi4uJ603IOPvhg0tL+aDg7Y8YMTNPkkksu4e9//zvV1dVAYCrP5MmT8fl8pKenA+DxeLjssstISEiod+5dXe/KlSt56aWXaNu2LS+99BLR0dG0a9eOxYsX07ZtW/7617+Slpa239kfffRRUlNTOeKII7jkkkuorq7m1ltvJSIiAgiMkhkzZgwvvvgib7zxBqWlpfv9XHXu3JkBAwZQVFTE5ZdfTlRUVN1+Ho+Hk046CYDLL7+cXr16AVBVVYXH4+H111/H7/fz9ttvA/D444/To0cPLrnkEs466ywuu+yyuud9R9deey3jxo3jggsu4Ljjjqu7v6qqiltvvZW//vWv/N///R+ffPIJ8+fP36efmVMs06RPm2Ryk6L2vLOItDhJURZG+WynY0goe/Jg+OV9JnefzKU9L3U6jcheObLdkWpyLCJ7pELOXpo4cSLffvtt3ciYr7/+mr59+9bbx+fz8cILL9CtWzcgUHQZP358XX8dwzC44IILKCsr45RTTtmr83bs2JFevXrVHeP111/n8MMP32m/uXPnUlNTU1dM2P7h/c9Wr17NO++8U5cxIyODgQMHNtgDaHvm7Z544om61a8iIiLo0KFD3bZjjjmGJUuWMHfu3Lo828+xN0aNGoVpmnTu3JlVq1bhcrlIS0sjISGBvn37csQRR1BbW7vf2efPn19XtCkoKMDr9dabKtehQwfy8/PJzMwkJSWFysrKA3qu9lVsbCz9+/fH5XJRWFjIqlWrAHjttdeYO3cuTz/9NIsWLaK4uJjVq1fXe+zvv//Op59+Sv/+gSVXi4uL6x336aefxrZtPv74YyzLYtOmTcCB/8yagt+2OalvvtMxRCTEDGybgmG5oUKNjmUPZh4F815lUpdJXNfvOgw0ykFCV7QrmrFtxqrJsYjskQo5e6m4uJji4mJmzJjBl19+Sb9+/XbaZ82aNWzcuLFegSA3N5cVK1YAcNttt7Fp06adRvfsyamnnsrMmTOpqalh5cqVDTYZXrp0KbW1tXV/j4uLIz4+fqf9ysrK8Pv99TLm5eXVZdyVtWvXsnLlSqKjoxvcHh0dzTHHHMPTTz9NaWnpfjcQdrlcdat/GYZRrziyv9kBhgwZwqxZgSVqS0tLGTRoUIPPz44ZDuR8B2LH52DZsmWMHz+eU089lfPOO49p06bt9NwuXLiQqKioXRaStm7dyp133kleXh6xsbF1zfOC9TNrTC7T5Pi+rYhw6aVKRP4wpktW4EbFd84GkfDw4ikwZyYTOkzglkG3YBn7tziFSGM7uPXBRFgRTscQkTCgT0f74KSTTuI///kPM2fO5LDDDttpe3JyMpGRkfz2W/3GiwUFBUBgxM4zzzzDHXfcwZNPPsmXX365V+cdOnQoERER3HDDDQ0WkCCw5PSvv/5abynvb7/deSWPrKzAm98dM9q2XZfRMIwGl1GPiYnBNE1+/fXXXeacOHEi7777Lo8++miDz8/e2lWX/v3NDnDiiSeSlJTEs88+S1lZGffff/8eMxzI+Q7U9ucgNTW1Xm+mlStX7rSUfGxsLOvWrdtppA4Est94441cccUVtGvXbqftwfqZNaaEKDeHFGc5HUNEQkjP/ETstUtg81qno0i4eG0yxqyHGVcwjruH3Y3bdDudSGQnR7c/Gr/tdzqGiIQBFXL2wOv11n1YHzt2LPHx8eTm5taNTNlxxIZlWUyYMIGXX3657vFz587lhBNOAODJJ58EYNy4cQwZMqRuH7fbzfr16+uKJLZt1ytmGIbBySefzHvvvceoUaMazFlSUkJWVhaXXnop33zzDS+//HJdn5ftx7Jtm4yMDIYPH14v4/z58zn22GOBQOFg7ty5bN26lXfffZeqqipWr16NZVkMHTqUqVOnsnHjRjZv3syqVatYs2ZN3fVnZ2czfPhwKisrd7s0+Y7X21DRZsf7diyU7G92n8/HtGnTKCgooHfv3gwePLhek+NdZTiQ87ndbtatW8eaNWtYu7b+Bw23O/Dmcd26dXt8Dg455BDuuusupk+fzpdffsnDDz+803PbvXt30tLSuOuuu7Btm7KyMiAwjW7RokVUV1dTXV3N3Llz2bhxIxs3bqwbVdTQz+zXX3/lqaee2imTU3x+m1MHtnE6hoiEkDbJkRile/dliEidt6/G/PgOhucN46GRDxFpRTqdSKROfnw+3dK7YZkaMSYie6ZCzm58/fXXfPTRRzz33HNUVFTg8Xj4y1/+woknngjAV199xccff8zChQv573//i8/n47LLLiMtLY2LLrqIe+65h379+jFw4EAAPvroI84991ymTZtG+/bt63qaHHbYYVx88cVs2LCBuXPnsmjRIj788MN6U3jGjBnD+PHj8Xg8DWZ1u91MmTKFmpoazj33XH755ReOOOIIfD4fr732GgD//Oc/AbjllltYtWoVV199NbfffjuTJk2qG61x0kknsWTJEg499FBiY2PJyclhwYIFVFdXc9NNN5GSklJXXEhNTWXZsmX1RoKMGTOmrpHzrmy/3rVr1/LSSy8B8OKLL1JWVsbXX3/Njz/+yPfff8/rr79e1wR5u/3Nnp6eziOPPMIxxxzD+PHjGTBgANdddx1Llizhiy++4Mcff2TBggV8/PHHdSuUbdq0ab/PN2zYMH744Qfuu+8+kpKS6l1/eno6AwcOZOLEidTW1vLf//6XyspKPvroIxYsWMC8efOYPXs2S5cuZfLkyRx66KE8+OCD3HXXXUycOHGn5cWjo6N56KGH+PHHHznssMN47733yMjIYPbs2QwYMID09HQOOeQQFi1aRM+ePXnhhRdITEzc5c9s0aJFvP7667v9GTYlyzTompNA15zQaMIsIs6KjXARGaH+OLKfProV853r6ZvZl6kHTyXGHeN0IhEAjmh3hJoci8heM+xdzWORkPLKK6/Qtm3beo1sQ9Ftt93GpZdeusuCk1Nuu+02LrzwwrqRVJs2beK2227jxhtvdDiZ80L1Z7Yjr8/PK3MquOKluU5HERGHHdsrlzuOKYGpw2GpeuTIfupxMr5D7uXntQs5850z2VCzwelE0oK5TBfvT3if5Mhkp6OISJjQiJwQ9/LLL/Pf//6XWbNmhWwRZ/PmzTz99NP861//IjY2NuQKAj/99BPvvPNOvd4yS5cuJT+/5a6GFOo/sz9zWSaHd8shMVo9DURauuGF6di+Gljxo9NRJJx9Nx3r5bPokNieGWNnkBKZ4nQiacFGtRqlIo6I7BOtbRfiXnzxRTZv3syDDz7odJRdWr9+PU888QTdunXj7rvvdjrOTgoLCzniiCM488wz2bRpE1lZWRx00EGcddZZTkdzTKj/zBriMg0m9Mzj8U9/2/POItJsdclJgOX/A1/tnncW2Z15L+Oq2UirvzzLzHEzmfT2JJZXL3c6lbRAJ3c+GZ/fp/44IrLXNLVKRMKCbdssXbeFQXd8gF61RFquX24ahevbafDWVU5HkeYifyDeia+weus6Jr09ibKNZU4nkhakc0pnnj/keadjiEiY0dQqEQkLhmGQkxTF0PZpTkcREYe0SYnG5Y6Aim+djiLNyZLPcT05mhRPPDPHzaRdYjunE0kLcmKnE9XkWET2mQo5IhI2vD4/pwxo7XQMEXHIod2yAzfKVciRIFs6B9fUocSbEUwfO53OKZ2dTiQtQHJkMmPbjMVlqtuFiOwbFXJEJGy4LJOhhWnkJkU5HUVEHDCwbSr25nWw9neno0hzVPkzrin9iLZtnh79NN3TuzudSJq5Yzocg6mPYyKyH/TKISJhxe+3Oalfy11xTKQla58eA+VfOx1DmrP1pVgP9sLj3cLjBz9O/6z+TieSZspluDih4wlqcCwi+0WFHBEJKy7L5IS+rYhw6eVLpKVJinJhlM92OoY0d1UrsO7vhnvzeqaMmsLwvOFOJ5JmaGT+SFKitOy9iOwffRISkbATH+nmkOIsp2OISBMa3D4Vw3KpP440jS3rMO8vwdqwgnuH38u4NuOcTiTNzPYlx0VE9ocKOSISdnx+m0kD2zgdQ0Sa0JiizMANrVglTaV2E+aD3THXLObWwbdydPujnU4kzUTn5M4UpxVrWpWI7DcVckQk7FimQZecBIpzE5yOIiJNpGd+EvbaxbBlndNRpCXx1WA81AtjxU/cMOAGJnae6HQiaQZO7Kwlx0XkwKiQIyJhyevzM2lga6djiEgTyU/yYJR+6XQMaYlsP8ajA6FsNn/t/VfOKT7H6UQSxjJjMhnfZryWHBeRA6JCjoiEJZdlcnhJDvkp0U5HEZFGFhfpIjLCA+XfOB1FWrJpB8EvHzC5+2Qu7Xmp02kkTJ3c+WRsbKdjiEiYUyFHRMKW37a5YHg7p2OISCMb3zULwzDVH0ecN/NI+Ok1JnWZxHX9rsPAcDqRhJGEiASO7XCsRuOIyAFTIUdEwpbLMjmyRy6tkjUqR6Q5G16Yhu2rgRX/czqKCLxwMsyZyYQOE7h50M1YhhrWyt45vvB4FXFEJChUyBGRsGbbNpOHt3U6hog0oqKcBFg2F3y1TkcRCXhtMsasRxlfMJ67h96N23Q7nUhCXJQriolFE7VSlYgEhQo5IhLWXJbJMT3zyE2KcjqKiDSSzFgXRtlXTscQqe/tKzE/uZPhrYbx4IgHibQinU4kIezo9kcT6451OoaINBMq5IhI2AuMylGvHJHmqCAtBpfbo/44Epo+vAXznb/TL6sfjx30GDHuGKcTSQjymB7O6HqGeiqJSNCokCMiYc9lmUzomUtOokbliDQ3h5dkB25oxSoJVV8+iPXfSylJK+bJ0U8S74l3OpGEmMPbHU5yZDKGoUKOiASHCjki0mycO0y9ckSam/5tU7A3r4V1S5yOIrJr3z6N9fJZdEhsz/Sx00mJTHE6kYQIl+Hi7OKzteS4iASVCjki0iy4LJO/9M4jK0E9CkSak/bpMVA22+kYIns272Vcz59EflweM8fNJCM6w+lEEgLGF4wnIyYD09DHLhEJHr2iiEjzYcA5QzUqR6S5ME1IjHRhlKuQI2Fi4Vu4ph9BZlQaz457lry4PKcTiYMsw+KcknPw236no4hIM6NCjog0Gy7T5IS+rciIj3A6iogEweB2aRiWC8rV6FjCyJLPcT05mhRPPDPHzaRtor5gaKkOa3sYuXG5Go0jIkGnVxURaVYMNCpHpLkYXbRtasrS75wNIrKvls7BNXUo8WYE08dMp3NyZ6cTSRPzmB7O735+sxyNU1tby/Tp0xk2bFjQjlleXs61117L9ddfH7Rj+nw+XnjhBYYPHx60Y+6rsrIyRowYwebNm6murmbKlCkcffTR+3yczZs3M2LECMrKyna734oVK7jhhhuC+jxKaFIhR0SaFZdlclLffNLiNCpHJNz1zE/CXvMbbFnvdBSRfVf5M64p/YgGnhrzFN3TuzudSJrQhMIJpEWlOToaZ/bs2Rx++OH07t2byy+/nFNOOYXLL7+cNWvWHNBxLcuiffv2LFu2LEhJISUl0CC8pqYmaMf0+XzExcWxdOnSoB1zX2VkZDB58mSioqJwu93k5OSwdu3afT5OVFQUkydPJiNj97233G43GzduDOrzKKFJhRwRaXYME84ZWuB0DBE5QPlJERilXzodQ2T/rS/F9WAvIrxbefygx+mf1d/pRNIEol3RnFtyrtMx6NOnD8OGDaNdu3bcddddTJs2jdLSUi655JL9Ot6MGTMAME2T3NzcYEYlKiqK9PT0oB7T4/HQpUuXoB5zb2x/nrZn2D4Cx+PxkJmZud/HPfroo/F4PLvdJzk5mVatWu1ye01NDc8///x+Z5DQoUKOiDQ7LtNkYr/WpMVqVI5IuIqPdBHhcas/joS/qhVY93fDtWU9U0ZNYXiec9M8pGmc1Pkk4jxxGIbhdBRcLle928OHD2fWrFmsX79vIx1fffVV3nnnnbq/N8a1hcsxd+fPz9OfNUUe02z4I77f7+fGG29k5cqVjZ5BGp8KOSLSLFkmnDlEo3JEwtX44mwMw4SKb5yOInLgtqzDur8Ea+MK7h1+L2PbjHU6kTSSeE88p3c5PWQbHEdFRWGaJpGRkaxYsYIrr7ySRx55hOOPP57PP/8c27Z57rnnGDNmDG+88QaDBg1iypQpvPnmm5SVlXHXXXexYsWKesd8//336dKlC+eccw5VVVUA3HHHHVx00UUNTvF57733eOihh7j44ou54YYb8Psb7iM0e/Zsbr75Zm6//XZOO+00SktL8fl8PPvssxQWFlJeXs6aNWu4/vrrGTFiRN3jysrKuOqqq3jggQe444476u6/++67KSws5MEHHwSgqqqKU089laeffrreeSsqKpg8eTITJ04E4Mcff2TMmDE8+OCDbNiwgYceeoijjjqKTz/9lIMPPphDDz2UdevWUVZWVu95qqioYOrUqQwZMmSPP5fdHRfgueeeY/To0ZSXlwNQXV3N7bffzquvvsqYMWPo06cPF110EVu3bq075mOPPcbgwYO54oorAPjqq6/44Ycf+OKLL3jggQf2mElCW2i+woiIHCDLNDllQD4pMbsfgioioWl4YRq2dyusmOd0FJHgqN2E+UB3zDWLuW3wbRzV/iinE0kjOL3L6URYoTkiePPmzbz22muMHz+eiIgInnrqKfLy8jj33HMZNWoUM2bMwDAMhg0bxu+//05lZSW33347o0aNYvTo0eTl5XH55Zfv1Kdl5MiRnHjiiURERBAbGwtAZGQkV1999U5TgebNm8drr73G+eefzw033MALL7zAnDlzdspaWVnJTTfdxN/+9jf+9re/MWDAACZPnoxhGJx44ol1+yUnJzNu3Li6v9u2zcUXX8yZZ57JhRdeyJgxY+q2XXrppRQVFZGcnAxAbGwsOTk5nHrqqfXOnZOTw8iRI+v+3rVrV0pKSgCIiYmhY8eOlJeX4/P5ePPNNzFNkzfffJO8vLx6z1N2djY9e/bcqfDVkN0dF2D48OEsXry4bv9HH32U1NRUjjjiCC655BKqq6u59dZbiYgI/L+3cOFCxowZw4svvsgbb7xBaWkp/fv3p6ioiAEDBnDhhRfuMZOENhVyRKTZcpkmF4xs73QMEdkPRdnxsOwH8HudjiISPL4ajId6Yaz4iX8M+AcndTrJ6UQSRGlRaZzU+SQs03I6Sj2VlZU888wz3HHHHYwdO5ZbbrkFgOOPP54JEyawfPlyFi5cSHV1NQBZWVkAjBgxgoEDB1JYWLjHc5x88sl89NFHrFixAtu2WbVqVYONeZ9//nn69u0LQGJiIu+//z7du+/cCPz111+nTZs2dVPDjjnmGBYuXMh33+28iuGO05W++OILqqqqKCgIjMouLi6ut98pp5zCP//5TwBKS0tp3br1Hq9tx3NYlkVsbCyxsbEMGzasrvHz6tWrG3zM3vb92dNx/9xbZ/78+XVFm4KCArxeL17vH78vO3ToQH5+PpmZmaSkpFBZWblXOSR8qJAjIs2WZRpM7JdP+/RYp6OIyD7KjHVhlM92OoZI8Nl+jEcHQtnX/K3P3zi7+GynE0mQnFV8VkhOqUpLS+OUU07h73//O2eddVbdKJm0tDRmzJjBF198Ua+Ysr1osS/9XHJychg6dCgzZ85k1qxZ9OvXr8H9li5dWm+6VVZWVoM9XRYvXkxtbW3d3xMTE4mLi9tjf5eff/6ZmJiYXW4fN24c69ev59NPP+Xf//43hx122J4ubSd/fl5cLhe2be/Vvvt73D9vGzJkCLNmzQICBalBgwYRHx/f4HFdLhc+n2+vc0h4CL1XGhGRILJtmxsOK3I6hojsg3ZpMVhujxodS/M2bRT88gHndz+fS3ru3ypCEjpyY3OZ0GECLtO1551DxA033EB+fj5HHXXUHldD2hunnHIKzz//PK+//jqjRo1qcJ/09HQ+/fTTur/7fD6+//77nfbLzs7mt99+q3efbdt1I20Mw2iwt05sbCxlZWW7XH7b7XZzwgknMG3aNCorK3e5nLdpmiFd/DjxxBNJSkri2WefpaysjPvvv3+3+++q0CThS4UcEWnWXJbJwHapjOoU3CUtRaTxHNYtO3BDjY6luZt5JPz0b07rchrX9r0WA+dXOZL9c1GPi7AJvQ/LXq93l82E58+fz9q1a9m8eTPfffcdW7ZsoaysrG77jo9zu92sX7+eLVu2UF5eXlcY2LFA0LNnT1q1aoXH49llYeiQQw7hiy++4N5772Xu3LnccsstdUuZ27Zdd7wjjzyS5cuX8+23gYL+b7/9Rvv27enYsSMAqampfPvtt6xbt453332XDRs2sHnzZoYOHUpNTQ1Tp04FqGsOvGOfmuOOO445c+bUTfFqSEpKCr/99htr1qxh7ty5LFy4kDVr1tQ9n38ujGz/+56epx2v8c92d9w//zlt2jQKCgro3bs3gwcPrtfkuKHj/zlfaWkptbW1vPTSSw32KJLQp0KOiDR7Pn9gVI7H0kueSDjo3zYVe9MaWFfqdBSRxvfCRJgzk2MLj+XmQTdjGaHVX0X2rFtaN8a0GRNyo3G++uorPvroIxYuXMh//vOfnUapTJw4kUcffZRLL72UIUOGUFFRwS+//MLMmTMBmD59et0qVH369KGqqopLL72U5ORkXnvtNYC6fjPbjR49mqOO2nUj7wEDBnDVVVfx0ksvcfnllzNy5EhSU1NZunQpX375Jd9//z0LFiwgIyODBx98kDvvvJO7776b5557rt5KSxdffDE33XQTV155Jf369SMvL48PP/yQjIwM7r33Xv71r39x7LHH8t1339G6dWs++OCDuscmJydz0EEH7XLU0PacRUVFjB8/nm+++YaioiKqqqr45ZdfeOutt6isrOSjjz5i0aJFzJs3j9mzZ1NeXl7veUpKSqp7nl5++WU2bdpU99j33nuv3vmqq6t3e9yXX34ZgH//+9/U1taSnp7OI488wjHHHMP48eMZMGAA1113HUuWLOGLL77gxx9/ZMGCBXz88cesWrWKd999l02bNnHQQQfx+uuv8/rrr+N2u/nggw/44Ycfdvk8SOgybI2zEpEWwG/b3P7mAh775Lc97ywijvr+upEklH+I8c+/OB1FpOmMuQ1/37P5oPQDrvjkCrxq9B0WDAxeOPQF2iW2C7lCjhP+8Y9/8Pe//93pGLtVXV3NI488wuWXX+50lP122223ceGFFxIdHQ3Apk2buO2227jxxhsdTiZNRV9Pi0iLYBoGF4/qQFpsaC4JKiIBpgkJkS6Mck2rkhbmrSsxP7mTEa2G89CIh4i0Ip1OJHvh8HaH0zG5Y4su4qxevZqnn36aGTNm1E19CkXz5s3j+eef54477uCII45wOs5+++mnn3jnnXdYtmxZ3X1Lly4lPz/fwVTS1FTIEZEWw20Z/HXMnpfQFBHnDG2fjmG51B9HWqYPb8F85+/0y+rHowc9SrQr2ulEshsx7hgu7XkpfrvhHjQtxdKlS3nkkUdYtGgREyZMcDrOLn3//ffcc889dOnShXbt2jkdZ78VFhZyxBFHcOaZZ9KvXz+OPPJI3nnnHU455RSno0kT0tQqEWlR/LbN4Q99zo8V652OIiINuO2orhzXOxfjtnzYusHpOCLO6HkqvvF3s2DNz5z17llsqNG/hVB0cY+LObXoVCxTfY1EpGlpRI6ItCh+v82Nh2s5cpFQ1SM/Cdb8riKOtGzfPo31yjkUJnVg+tjppESmOJ1I/iQvLo+Ti05WEUdEHKFCjoi0KC7LpHurJA4ryXY6iog0oFWiB6P0S6djiDjvxxdxPX8S+XF5zBg3g4zoDKcTyQ6u6H2FlosXEceokCMiLY7ftrl2fCei3PoWTSSUJEa7iPC4oeJbp6OIhIaFb+GacRRZUek8O+5Z8uLynE4kQL+sfgzPG96iGxyLiLNUyBGRFsc0DFJjIzhnaIHTUURkB4d0zcYwTNCKVSJ/WPwprifHkOKJZ8bYGRQk6HeXkyzD4uq+V+Pz+5yOIiItmAo5ItIimabBucPakZMY5XQUEdlmaGEatncrrJzndBSR0LL0O1xTh5JgRTJj7Aw6JXdyOlGLNaHDBFrHt1ZvHBFxlAo5ItJimQZcPa6j0zFEZJui7HhY9j3om26RnVX+jOuRAcRg8PSYp+mW1s3pRC1OalQqF/e82OkYIiIq5IhIy+WyTMYXZ9O7dZLTUUQEyIhxYZTNdjqGSOhauxjrwZ5EeLfyxMFP0C+rn9OJWpSr+lxFhBWBYajJsYg4S4UcEWnRvH4/Nx7eBVPvyUQcVZgRi+X2qD+OyJ5UrcC6vxuuret5eNTDDMsb5nSiFmFI7hAObn2wGhyLSEhQIUdEWjSXadIpK56J/Vs7HUWkRTu0JDtwo0KFHJE92rIO674SrI0ruW/4fYxtM9bpRM1alCuKv/f/O37b73QUERFAhRwREWzb5qqxHWmVHO10FJEWq19BCnb1Klhf7nQUkfBQuwnzgW4YaxZz2+DbOKr9UU4narbO73Y+KZEpmIY+OolIaNCrkYi0eIZh4DIN7j62BE17F3FG+7RoKPvK6Rgi4cVXg/lQL4yV8/nHgH9wUqeTnE7U7HRO7sxJnU/SKlUiElJUyBERIdD4uHfrZCb2y3c6ikiLY5kQH+XCUH8ckX1n+zEeGQBlX/O3Pn/jrOKznE7UbFiGxU0Db9KUKhEJOSrkiIhsY9s2V4/rpClWIk1sWGE6hulSfxyRAzFtFPz6IRd0v4BLelzidJpm4cROJ9I+qb0aHItIyFEhR0Rkm+1TrO6aoClWIk3p4M4Z2LYfls5xOopIeJtxBMx/ndO6nsY1fa/BQL/M9ld2TDYXdr9QS42LSEhSIUdEZAcuy6RPG02xEmlKPVolwepfYetGp6OIhL/nT4Lvn+W4wuP4v0H/h2Wot8v+uK7/deqLIyIhS4UcEZE/2T7FKi85yukoIi1Cq0QPRuksp2OINB+vnofx1WMcUnAIdw29S1OD9tEhBYcwKGeQnjcRCVkq5IiI/EndKlYTummKlUgjS4x24fG41R9HJNje+hvmp3czotUIHhrxEBFWhNOJwkJGdAbX9btODY5FJKSpkCMi0oDtU6xO6qspViKN6dDibAzDBK1Ytdc+XurhmLeTKa/aedrHd5VunpwfzXvlEazZunMl2ueH67+Op8eL6Rz6Rgo/rfljxMHnyzxc/3U8l3+RwPy19UcirN5i8sCPscG/GGlcH/wf5ns30C+rH48d9BjRLjXz3x0Dg1sG3YLH8mAa+pgkIqFLr1AiIrtg2zbXjNcUK5HGNLQwHbt2C1TOdzpKWFi9xcRnG/y4xrPTthd/jeLjpRGc1mkTo3K3khxh77TPf0sjOarNZt47tJKsGB83fRtft+3Gb+P5S9tNjMjdyj0/xNV73LT50ZzesTr4FySN7/P7sf57Gd3SSnhy9JPEe+L3/JgW6viOx9Mnq4+mVIlIyFMhR0RkFzTFSqTxFWXFw7Lvwe9zOkpYSIn0Myx76073f73SzRtLIrm4uGq3jz84dwvdUmtJjrQ5vt1mrB1e2yqqLWLdNgluP0ur/3iL+GZpBEOza4hx71wYkjDx7VNYr5xDYVIHnhnzDCmRKU4nCjlt4ttwWa/LnI4hIrJXVMgREdkNTbESaVzpsRZG2WynY4QVs4HC8q1z4imI93Ljt3Gc8VESc1a5G3xs5A4DDX5Z7+KSkj9WCuuZVsPSTRbl1RbFKbVAYATQrxtc9M2oCeo1iAN+fBHXCxNpHd+KGWNnkBGd4XSikGEZFrcNuU3TqUQkbOjVSkRkDzTFSqRxdMyKw3J51Oj4AP2+weKnNS6OabuZv/faSL+MrZz+YRKrtzT8Nm/tVoOH/hfDc4uiqar9oyp0e7/1fL/Kzfoak6t7BAo8Ty4ITKn6YVWg984bpZFNck3SSH5+E9fMo8mKTufZcTPJjct1OlFIOKPrGXRK7qQpVSISNlTIERHZg+1TrO6aUKIpViJBdFhxduCGGh0fkEXrXSR4bDoleQGY2GETNvBeecOrFMW4bIZmbaVrSi2TP01i2bZpVJnRfs4pquasztXEeWzeKI1kePZWvH6DS75IYGLhJl77PZKvVzY82kfCxO+f4HpyLCmeRGaOnUlBQoHTiRzVObkz55aci6Ff8CISRlTIERHZCy7LpG+bFE2xEgmifgUp2NWrYEOF01HCmtc28O3QvibCgvxYH+u2Nvw2z2NB1xQv9w5YR1a0j+9X71yYWb3FZMlGi17ptcxe6SE5wo/bhIJ4H++Xa1RO2Fv6La6pQ0mwIpkxdgadkjs5ncgREVYEtw+5HRv1fxKR8KJCjojIXto+xap1ipZvFQmGdqlRUDrL6RhhrzCxlo21Zr3lxi0T2iZ4d/s4y4SOiV4yovw7bXt6QTSTCgOrVG3xGbi2vWN0mzY1O+8u4ahyAa5HBhCNwdNjnqYkrcTpRE3ugu4X0Cq+laZUiUjYUSFHRGQvbZ9i9djEXkS49PIpciBcJsRFuTDUH2ef2dsGD2wfQ9A23sfgrK28ta1/zYYagxofDN22utW0+dH8tsEC4Jf1Fuu2FXw21Bh4beieWlvv+G+URjIsZ2tdY+SuybVUbg685i2ttuqmcEkzsHYxrgd7EuHdyrSDp9Evq5/TiZrMgOwBnFJ0ihoci0hY0iuXiMg+cFkm7dJj+cdhRU5HEQlrIzqmY5gu9cfZR9W1Bv/8JdB4/dXfo+pG4dzRfx3fVnp4akE0D/4Yyz0D1+Pe9i7vv0uiWLguUJWZNj+G0f9J4+qv4pk2P4b/67OhXu+v1VtMyjZa9Ez7o7jTKs7Hce0288CPsZgGHN56c9NcrDSNqhVYD/TAvXUDD496mKG5Q51O1OjSotK4Y8gd+G0NLxOR8GTYtq1JoSIi++GyF77n5e/U20Nkf9x5TDHH9MzBuDUPaqqcjiMinlj8k2djx2Vy5adX8tbit5xO1Cgsw2La6GmUpJVoSpWIhC2NyBER2Q+2bXPLUV0pzIhzOopIWOreKglW/6IijkioqKnCfKAbxrol3D7kdo5sd6TTiRrFOSXn0CO9h4o4IhLWVMgREdkPhmFgGQZTT+5JjMdyOo5I2MlLcGOo0bFIaPHVYD7YE2PlAm4ceCMndjrR6URB1S+rH2cVn6WlxkUk7KmQIyKyn1yWSW5SNHccU+x0FJGwkhLjwePxqD+OSCiy/RiP9Ifyb7iyz5Wc2fVMpxMFRWpUKncOuRN1lRCR5kCFHBGRA2CZBuOLszm5f77TUUTCxiEl2YFvxLVilUjoemIk/PYhF/a4kIt7XOx0mgNiGiZ3DrmTWE8slqlRtCIS/lTIEREJgusP6UxJboLTMUTCwtAOqdi1m2HlfKejiMjuTD8C5r/O6V1P55q+12AQnlOSzio+i54ZPdUXR0SaDRVyRESCwYDHJvYiMdrtdBKRkNc5Kx6WzgEt/SsS+p4/Cb5/juMKj+OmgTdhGeE1oqV3Zm/OLTlXfXFEpFlRIUdEJAhcpklqnIf7juuG3iuK7F56jIVRNtvpGCKyt149F2P2VA5teyh3Dr0zbEa2pESmcNfQu9QXR0SaHRVyRESCxGWaDCtM59yhbZ2OIhKyirLjMV0e9ccRCTdv/hXz03sY2WokD454kAgrwulEu+UyXdw//H7iPfHqiyMizY4KOSIiQXb5wYX0L0hxOoZISDq0OCtwQytWiYSfD27CfO8f9M/qz6OjHiXaFe10ol26qs9VdE3rGjajh0RE9oUKOSIiQWZjM+XEHqTFhfa3lSJO6FOQgl21EjYuczqKiOyPz+/DeuNyuqd3Y9roacR74p1OtJMJHSZwbOGxmIY+6ohI86RXNxGRILNMk/hIFw+f2APLVMMckR21S42C0llOxxCRA/HNk1ivnEvHpEKeGfMMKZGhMwq1R3oPrul7jfriiEizpkKOiEgjcFkmPfOTuOygDk5HEQkZLhPiIl0Y6o8jEv5+fAHXCxNpHd+KGWNnkBGd4XQiMmMyeWDEAwBapUpEmjUVckREGolpGJw3vB3jumY6HUUkJIzsmIFhutQfR6S5+PlNXDOPISs6nZnjZpIbl+tYlEgrkodGPESMO0bNjUWk2VMhR0SkEfn9Nvcd150erZKcjiLiuIOKMrH9flj2vdNRRCRYfv8Y15NjSY1IZObYmRQkFDgS4x8D/kG7pHZqbiwiLYIKOSIijcg0DSzT4KlJvWmdErqre4g0hW55ibBqIdRUOx1FRIJp6be4pg4jwYpi+tjpdEru1KSnP6XoFMYVjMMyNBJHRFoGFXJERBqZZRrEeCxmnN6XpGi303FEHNMqwY1RpkbHIs3Syvm4HulPDCZPjXmKkrSSJjntgOwBXNrz0iY5l4hIqFAhR0SkCbgsk6yESJ46tTcRLr30SsuTGuvB7fGoP45Ic7Z2Ma6HehHprWXawdPom9m3UU/XNrEt9wy7p1HPISISivRpQkSkibgsk665idx7XDe0mIa0NIeVZAdWkan41ukoItKYNi7HeqA7ri0beGTUIwzNHdoop0mLSmPqQVOJsCIwDX2kEZGWRa96IiJNyDINxnbJ5MoxHZ2OItKkBndIw67dBJULnI4iIo1t8xqsB7phVVdy//D7Gd16dFAPH+2K5tGDHiU5MlnNjUWkRVIhR0SkiRmGwdlD23JSv3yno4g0mc6ZcVAxB2y/01FEpCnUVGHeX4KxrpQ7htzBEe2OCMphXYaL+4bfR9uEtiriiEiLpUKOiIhDbjysiJGd0p2OIdIk0mIsjPLZTscQkabkq8F8sAfGyp+5aeBNnNDxhAM+5HX9r6NvVl8sUytUiUjLpUKOiIhTDJhyQg+65MQ7nUSkUXXNScB0qdGxSItk+zEe6Qfl33JV36s4o+sZ+32os4vP5qj2R6knjoi0eHoVFBFxiGkYuCyDZyb1IScxyuk4Io3mkOKswI0KFXJEWqwnRsBvH3FRj4u4qMdF+/zww9oexvndz2+EYCIi4UeFHBERB7lMk4QoNzNO70N8pOb6S/PUtyAZe+MK2Ljc6Sgi4qTph8P8/3BG1zO4uu/VGOzdEo79svpx44AbsW27kQOKiIQHFXJERBzmskxapUQz9eReuC2tSy7NT9uUKCib5XQMEQkFz58I3/+TvxT+hZsG3oRl7L7XTYekDjww4gEMw8Aw9DtSRARUyBERCQku06RP62TuOLrY6SgiQeVxmcRGujHUH0dEtnv1HIzZUzm07aHcOeTOXa4+lR2TzdSDpuI23eqLIyKyA70iioiECNM0OLJHLpeMau90FJGgGdUpHcO01B9HROp786+Yn93LyPyRPDj8QSKsiHqbU6NSeXLMkyREJGiZcRGRP1EhR0QkxFw0qgOnDGjtdAyRoBjVKQPb74Ol3zsdRURCzfs3Yr73D/pn9+fRUY8S7YoGIN4Tz7SDp5ERnaEijohIA1TIEREJQf84rIiJ/fKdjiFywLrlJcKqhVC7yekoIhKKPr8P680r6J7ejWmjA8WbqQdNpVV8KxVxRER2Qa+OIiIh6qYjuuC3bZ79qtTpKCL7LTfBjTFXjY5FZDe+noa1ZSMdj3iYN456A8uwsMzdN0EWEWnJNCJHRCSE3XxkV47vk+d0DJH9kh7nwe32qD+OiOzZT6/gWvoDLhVxRET2SIUcEZEQZts2tx5VzHG9VcyR8HNYSU5guWCtWCUiu2O6YMIzkNMdU0UcEZE9UiFHRCSEGYaxrZjTlQk9c52OI7JPBrdPxa6pDvTIERFpiGnB0U9A4djAbRER2SMVckREQpxhGBjA7ccUc3SPHKfjiOy1TplxUPEd2H6no4hIKDJMOPxh6Hx44LaIiOwVvWKKiISB7cWcOyeUcGR3FXMkPKTGWBjls52OISKhyDDg0Puh+FgVcURE9pFeNUVEwsT2Ys7dE0o4vFu203FEdqskNwHT5VF/HBFp2Ng7oftEFXFERPaDlh8XEQkjhmEANvce2w3bhn//sNTpSCINGl+cFbihFatE5M9G3wx9znQ6hYhI2FIhR0QkzGwv5tx3XDf8ts1/5i5zOpLITvq2ScHeuAyjaqXTUUQkVBgmjL8Hek1yOomISFhTIUdEJAwZhoGNzf1/6Y7ftnnjx+VORxKppyA1En770OkYIhIqLA8c9Th0PszpJCIiYU+TUkVEwpRpGBgGPHh8D8Z0yXQ6jkgdj8skNsKNof44IgLgiYETX4ROh6onjohIEOiVVEQkjJnbGiBPOaEHo4synI4jAsDBnTIwTEv9cUQEopLglP9A60FgWk6nERFpFlTIEREJc6YZKOY8fGJPDt3eYFbEQaM6Z2D7fbDsB6ejiIiT4rLgtHcgqxhMdXQQEQkWFXJERJoB09w2zeqEHpw6oLXTcaSFK8lLgMoFULvZ6Sgi4pTkAjjjPUhuoyKOiEiQqZAjItJMmIYBwA2HFXHF6EKH00hLlhPvxij7yukYIuKUzK5wxvsQmwmW2+k0IiLNjgo5IiLN0OTh7bjj6GIs03A6irQwGfERuN0eUKNjkZapVX+Y9BZExIOlkTgiIo1BhRwRkWbqmF65TJ3Yk0i3Xuql6RxWko1hGGp0LNIStT8YTn4N3FEq4oiINCK9uxcRaaZMw2BYYTrPndGP+Ci9oZamMbh9GnZNNaxa6HQUEWlKXSfA8f8E063VqUREGpkKOSIizZhlGhTnJvDKuQPJjI90Oo60AJ0yY6HiW7Btp6OISFPpcyYc/QQYFpj6eCEi0tj0Sisi0sy5LJP8lGhev2AQHTPjnI4jzVxKtAujbLbTMUSkqQz9G4y7K3DbUF82EZGmoEKOiEgL4LJMkqLd/Ou8AQxpn+p0HGmmerRKwnS51R9HpCUwDBh7Owy/2ukkIiItjgo5IiIthMsyiXBZPDWpD8f1znM6jjRD47tmBm5oxSqR5s0TAxOmQ5+znU4iItIiqZAjItKCWKaBacDtRxdz+cGFGgUvQdW7TTL2hqVQXel0FBFpLIn5cMb70HGcplKJiDhEhRwRkRbG2PbG+/wR7bj/L93xWPpVIMFRkBIJpbOcjiEijaX1YDj7E0hpB6ZWQxQRcYrevYuItGDju2bx3Jl9SYx2Ox1FwlykyyQmwo2h/jgizVOfM+Hk1yAiDiz9zhARcZIKOSIiLZhlGnTLS+S1yQNpmxbrdBwJYwcXZWCYlvrjiDQ3lgcOfSCwMpVpBf4TERFHqZAjItLCuSyTnMQo/nvhIMZ3zXI6joSpkZ0ysP1eWPaD01FEJFhi02HSG9B9otNJRERkByrkiIgILsvEY5lMObEH1x3SCZepBpayb0pyE2HlAvBucTqKiARDdnc45zPI6g6mPjKIiIQSvSqLiAgA5rbizaSBbXj+7H6kxUU4nEjCSU68C6NMjY5FmoWuE+C0tyE6BSw1NRYRCTUq5IiISD2mYVCSm8hbFw2md+skp+NIGMiKj8Tl9qg/jki4M0w46EY4+olAQ2OtTCUiEpJUyBERkZ24LJPEaA//76z+nD6ojdNxJMQd2i0rsKy9VqwSCV+RiXDiSzDggsDfDX1MEBEJVXqFFhGRBlmmgWUaXHdIZx4+sQcxHq1UIg0b3D4Ne2sVrP7F6Sgisj9S28NZH0PBUBVwRETCgF6pRURkj0YXZfL6BYO0RLk0qGNGbGA0jm07HUVE9lWH0YEiTkKuplKJiIQJFXJERGSPLNOgVXI0/7lgEGO7ZDodR0JMSrQLo2y20zFEZF8YJgy5HI7/f+CKUlNjEZEwokKOiIjsFZdlEuEyeeSknlwzXkuUS0Cv/CRMl1v9cUTCSUIuTHoDhl8bKOhoeXERkbCiV20REdlr25coP31QG/7fWf1Ii9US5S3duK5ZgRtasUokPBQdBed9BTm9wFBBXkQkHKmQIyIi+8w0DLrlJfLWxYPpla8lyluy3q2TsNdXwKbVTkcRkd3xxMIRj8KEp8AdHVheXEREwpIKOSIisl+2L1H+/Nn9OXNwgb7YbaEKUiKh9EunY4jI7uT2gvNmQfGxgb9rKpWISFjTq7iIiOy37UuUXzO+Ey+c3Z+85CinI0kTinSZREe4MdQfRyQ0GSYMuQJOewfis8C0nE4kIiJBoEKOiIgERfe8RN69ZCgn9m3ldBRpIqO7ZGKYlvrjiISixFZw2lsw/OpAAUdLi4uINBsq5IiISFBsX9Xq5iO7MvP0PmTGRzodSRrZyE4Z2H4vLJ/rdBQR2VHXYwJTqbJ7BEbliIhIs6JXdhERCRpjW6OcfgUpvH/ZUI7qkeNwImlMJbkJsHI+eLc6HUVEACLi4cipcPQ0cEepobGISDOlQo6IiASdyzKJ8ljcc2w3nji5F6mxHqcjSSPIjnNhlM5yOoaIAOT1gfO+DIzGAY3EERFpxvQKLyIijcLcNjpnWGEa7182jLFdMh1OJMGUkxSJ2xMBanQs4izTgmFXwmlvQ1ymGhqLiLQAKuSIiEijclkmcZEuHjmpJw8c352EKA31bw4OK9k2bU6NjkWck9Q6sCLV0CsDI3DU0FhEpEVQIUdERBrd9tE547pm8v5lQxlemO5wIjlQg9qlYm/dCGt+dTqKSMtjumDgRTB5NmSVwLbXWBERaRlUyBERkSbjMk2Soj08Nak3tx/dldgIfXscrgozYgKjcWzb6SgiLUteHzj3Cxj1D3BFqKGxiEgLpEKOiIg0KcsMfHN8TM883rt0KP3bpjicSPZHcrQLo3y20zFEWo6oJDj0fjj9XUhpq1E4IiItmAo5IiLiCMs0SIvz8M8z+3HDYUUanRNG+rROwrTc6o8j0lSKj4UL5kD3kwJ/Vy8cEZEWTYUcERFxjGUGfg1N7JfPx1cM46geOfqSOQyM65oVuFHxrbNBRJq7lLZwyutw1OMQmaACjoiIACrkiIhICLBMg6RoD/cc241Xzh1AUXa805FkN3q1TsZeXw6bVjsdRaR5ckXA0L/BeV9Bq/6B+0y9bRcRkQD9RhARkZBgbuud0yUngdcvGMQtR3YhKVpNPENRQUoklH7pdAyR5qnNkEABZ9iVgUbGamYsIiJ/okKOiIiEFJdlYhoGx/bO45O/Dmdiv/y6BsnivGiPSZTHhaH+OCLBFZMKR04NTKVKzANDb9NFRKRh+g0hIiIhyWWaxEa4uPHwIt68aDB92iQ7HUmA0UVZGKYFFSrkiASFYUCPUwLNjLseHbhPvXBERGQ3VMgREZGQZRgGhmFQkBbDC2f358Hju5MZH+l0rBZtRMd0bJ8Xlv/odBSR8JfeObCc+GEPQEScCjgiIrJX9NtCRERCnmtbk8+xXTI5qHMGD7y/iCc+/Z0an9/hZC1PcW4CrJwH3q1ORxEJXzGpMOQK6H0G2Nvu05J9IiKylzQiR0REwobLMol0W1w+upD3LxvK8MJ0pyO1ONlxLozSWU7HEAlPnthAE+OLfwwUcUwXWPpeVURE9o1+c4iISNgxDYPsxCiemtSbDxes5IbX57Fk9SanYzV7OUmRuD0R6o8jsq8sD/SaBMOugoh4MC2nE4mISBjTiBwREQlL21eyGtw+lfcuHcoVowuJj9T3E43piJKcwA2tWCWydwwDuk6AC+fAmNsgMlFFHBEROWCGbdv2nncTEREJbT6/zeYaH4998itPfb6Yqq1epyM1O8+d2Zf+OR6M2/KcjiIS+tofBAfdBOmdwO8HU9+fiohIcKiQIyIizYrPb7OpxssjH/3KM18sprrG53SkZuPba0aQvOILjJlHOR1FJHTl9oKD/w9a9Qe/VytRiYhI0OmrARERaVYs0yAu0s3lBxfyxVUjOWdoAdEeTWUIhuRoF0b5bKdjiISm1A7wl2fhjPchp3fgPhVxRESkEaiQIyIizZJpGsRHuvjr6I58ceUIzhjchki3fu3tr34FyRiWW/1xRP4sPhsOexAmfwXtxwTu00pUIiLSiDS1SkREmj3btrGBdZtqeeiDRTz7VSlbvX6nY4WVfxxWxCkDWsPtrWHzWqfjiDgvKgkGXQJ9zwk0MNboGxERaSIq5IiISIuxvaCzprqGBz/4hf83WwWdvfXGhYPoFL0e476uTkcRcVZUEvQ+HQZeDO5orUIlIiJNToUcERFpcbb/6ltVVcP97y3khW/KqfGpoLM7P90wiuiFr8K/znI6iogzEvOh/3nQ41Sw3CrgiIiIYzQGVEREWhzDMABIifVw0xFdOH9Ee+5/fyEvfVtOrU/fb/xZjMdFlEf9caSFyuoGAy+CoiMCy4ir/42IiDhMI3JERKTF8/ttDAOWrd/CQx/8witzKthcq2XLtzumRw53HdsNHh8BFd86HUekabQ/CAZdCvkDwFcbGIUjIiISAlTIERER2WZ7Qad6q49nv1rCjFlLKF+72elYjnv4xB6M7ZyKcUs2+GqcjiPSeCwPdD0m0MQ4tQP4vWpiLCIiIUeFHBERkQZ4fX5Mw+CDBSuZ9vnvfPnraqcjOeaTvw4nb8tCjKlDnY4i0jgiE6DnJBhwPsSkgd+nHjgiIhKy9BWDiIhIA1yWCcCwwjRGdc7g15VVTPvs9xY57So7zsJYNMvpGCLBl5AL/c6FXqeBFQnb+mepiCMiIqFMI3JERET2gt+2MQhMu3pudinTv1zcIqZdtUqO5pO/DoeXz4AfX3Q6jkhwZHaFARdCl6MBW9OnREQkrOi3loiIyF4wt31THxvp4rSBrTljcBs+WLCSJz/7nS+a8bSrw7tlB26oybGEO9OCdqOg32QoGBpoYKyRNyIiEoZUyBEREdlHddOuOqQxqlMGv1UGpl3967vmN+1qQNtU7C3rMdb85nQUkf2T2h66nQTdT4KYVPB5A/drFSoREQlTmlolIiJygLZPu9pU88e0q7I1zWPa1XfXjiBp2ecYzx7tdBSRvRcRB0VHQY+TIbeXVp8SEZFmRb/RREREDtD2aVcxES4mDWjN6YPa8MnCSl7+tpx3569gS63f4YT7LynKhVE+2+kYIntmGJA/ELpPhKIjA0uJ29v+7amIIyIizYh+q4mIiATR9mlXg9qlMqwwnS21Pt783zJenbOUz35Zhc8fPgNhB7RNwbDcUPGN01FEdi0hF0qOh56nBm77av+YNmWoB46IiDQ/KuSIiIg0gu0FnUi3xaHF2RzZPZd1m2p49ful/Pv7Cr4rXedswL0wpktm4EbFd84GEfkzVyR0HB+YOtVmCNg2GIF/c+p9IyIizZ165IiIiDQhr8+PyzKpWLuZl78r57Xvl/JrZZXTsRr0xoWD6BS1DuP+YqejiARk94DuJ0LxcYE+OOp9IyIiLZAKOSIiIg7x+v24TJMFyzbw8ncV/PuHClZs2Op0rDrzbxhF1M+vwCtnOx1FWrKEPOh8eGD0TVph/alTIiIiLZAKOSIiIg7z23ZgZogBs39fwytzKnjzx2Vs2OJ1LFOMx8X/bjgI462/wuzHHcshLVRKu0DxpuhIyOwK/u1Ni01nc4mIiIQAFXJERERCiM9vYxrg9dt8sGAlr86p4MOfVzb5ylcTeuVy5zElMHU4LFWPHGkCmcXQ6dDAsuGp7cDvC1Q3DRVvREREdqRJxSIiIiHEMgNLmbstg5Ed0xldlEmN189Xv63mw59X8tHPlfy2qrrRc4woTMf21WCs+LHRzyUtlGlBbp9A0+KiI7etOOUN3L99u4iIiOxEI3JERETCgM9vYwCmabBs/Wbe+2klHy9cyRe/rmZTjS/o5/v0r8PJ3bwA4/HhQT+2tGCRidBuJHQYCx1GQ2S8et6IiIjsI43IERERCQPbR+oAZCVE8Zc+eUzsn0+tz883i9fwwYJKPvp5JYtWBmcFrKw4C2PhrKAcS1q41A7QYUxg5E1u78BImx2LNyriiIiI7BONyBEREQlzPn/gV7llGqzcsIX35q/k44WVfP7LKqq27nvD5DYp0Xx4xXB46TT438vBjivNXWw6tBoA+QOgcBwk5gX63WCoWbGIiEgQaESOiIhImNtxtE56fCQTeuVyQt9WeP1+5ixZxwcLVvLRwpXMX7Zxr453aLfswI2KbxsjrjQ3ifmBok3+AGgzFJLyA/fvOOpG/W5ERESCRiNyREREmrHtS5tbpsHqqq18smgV3y5Zy3dL1vLzio11o3l29PxZ/eiTZWHcnu9AYglphgGphZA/EPL7Bwo3semBbep1IyIi0iQ0IkdERKQZMw0Dtg3YSYmN4NDiLA7vlo1pGGyp9TGndB1fL17Dd0vW8l3ZWjZs9tI+PQbKPnE2uIQG0wVZxYGpUq0HBUbdRCaA7Qe/H6wd3kqqiCMiItIkVMgRERFpQVzWHz1KIt0WfQuS6d06qe7+31dVkxTlwrC9kFUCK38KjLSQlsEVCbm9oFV/aD0Y8vqAO2pbjxv+mCJlmGCp342IiIgTNLVKRERE6vF7azAtV+DDuq82UMwp/xoqvoOlc2DVz398sJfwZBiQ2BoyOkN6J0jvHCjcJbUOjMLxewFTzYlFRERCkAo5IiIisme+GjDdgQKAdyss/zHQDHn1Ilj9K6z+BdaXB6bcSGiJzQgUarYXbTJLAkuCuyMD233ewPQ7UwO1RUREwoEKOSIiIrLvbBv8tYEP/8a2URu+Gli7BFbODxR2dvxv02pn87YEkQmQ1hEyigIFm4wugf8i4wPb/b5AoU29bERERMKaCjkiIiISXH4f2L4/RvAAbN0YGLlTuWBbcWfbKJ41v0JNtbN5w4U7CuKyID4H4rf/mQ1JBZDVNTDyBrY1IvbWf/5FRESk2VAhR0RERJqOzwvY9UeFVFfCqkWwrhQ2rYLq1YH7Nq0K/Fm9OnB760bHYje6yIQdijTZO/yXA4n5EJf5x8ia7XxewF9/VJSIiIg0eyrkiIiISGjwewNLWhtGw9N/fDWweS1Ur4KNy7cVeSoD07aqV+1Q/FkNm9cEevn4axu/MbNhgCsKPNHgiQV39J5vx2ZAQh4k5AaKNO6oP45n29uaDbOtSKNRNSIiIvIHFXJEREQkPG0fkcIuCj/19t1W0PF76//nqw0Ue3zebX/WBO6r+3Nr4E/DhIi4QBEmIi5QlHFHbfszcu/ybu9Rg713mUVEREQaoEKOiIiIyO5sf6ukkTEiIiISArTOpIiIiMjuqIAjIiIiIUSd8UREREREREREwoQKOSIiIiIiIiIiYUKFHBERERERERGRMKFCjoiIiIiIiIhImFAhR0REREREREQkTKiQIyIiIiIiIiISJlTIEREREREREREJEyrkiIiIiEiLVFtby/Tp0xk2bFjQjlleXs61117L9ddfH7Rj+nw+XnjhBYYPH35Ax1mxYgU33HBDULPtqy+++ILjjjuOr776ypHz//bbb1x22WVMmTIlKMfbsGED9957L+ecc05QjicisjdcTgcQEREREdmd2bNnc/PNN7N06VKGDh1KZWUlaWlpXH311SQnJ+/3cS3Lon379ixbtixoWVNSUgCoqakJ2jF9Ph9xcXEsXbr0gI7jdrvZuHEjbrc7SMn2XVZWFgsXLnTs/LGxsaxYsYLWrVsH5Xi2beP1eqmurg7K8URE9oZG5IiIiIhISOvTpw/Dhg2jXbt23HXXXUybNo3S0lIuueSS/TrejBkzADBNk9zc3GBGJSoqivT09KAe0+Px0KVLl/1+/PbrTU5OplWrVsGKtV/atGlDQkJC0I+7YMECZs+evcvt25+D9PR0srOzg3behIQE2rRpE7TjiYjsDRVyRERERCTkuVyuereHDx/OrFmzWL9+/T4d59VXX+Wdd96p+7thGEHLGIrH/PP1mqbzb/+DnaGqqoorr7wS27Yb3P7QQw8xb968Rjt/KDynItKy6FVHRERERMJOVFQUpmkSGRnJihUruPLKK3nkkUc4/vjj+fzzz7Ftm+eee44xY8bwxhtvMGjQIKZMmcKbb75JWVkZd911FytWrKh3zPfff58uXbpwzjnnUFVVBcAdd9zBRRdd1OBUqffee4+HHnqIiy++mBtuuAG/399g1u1Tw26//XZOO+00SktL8fl8PPvssxQWFlJeXs6aNWu4/vrrGTFiRN3jysrKuOqqq3jggQe444476u6/++67KSws5MEHHwQChYxTTz2Vp59+ut55y8rKdnm9jz32GIMHD+aKK64AYO7cuUyePJl7772XSZMmcfrppx9Q9jlz5vDQQw8xdepUOnfuzBFHHFEv39q1aznvvPPo3bs377///gE9V9uv8YUXXuCVV16p9xz89NNPfP7558ybN4+77rqLzZs3A+D3+7n11lvp168f9957b93+v//+O/feey9XXXUVZ555JmvWrGnwZ/rZZ59x3XXXcffdd/Piiy/W3V9VVcU111zDww8/zCmnnMJrr722Tz8zEZG9oUKOiIiIiISVzZs389prrzF+/HgiIiJ46qmnyMvL49xzz2XUqFHMmDEDwzAYNmwYv//+O5WVldx+++2MGjWK0aNHk5eXx+WXX05GRka9444cOZITTzyRiIgIYmNjAYiMjOTqq6/G4/HU23fevHm89tprnH/++dxwww288MILzJkzZ6eslZWV3HTTTfztb3/jb3/7GwMGDGDy5MkYhsGJJ55Yt19ycjLjxo2r+7tt21x88cWceeaZXHjhhYwZM6Zu26WXXkpRUVFdf6DY2FhycnI49dRT6507Ly+vwetduHAhY8aM4cUXX+SNN96gtLSUjh07smXLFr7++muuv/56jj766APKfuGFF3LCCSdw1llnMWTIENq2bVsv39y5c7nvvvs488wzmTZt2gE9VxMmTCAhIYFjjz2WI488st5z0LlzZwYMGEBRURGXX345UVFRdec/88wzeeyxx5g2bRpbt27F5/Nxxx13cOGFF3Lrrbficrm45557dvqZrlixgttuu43rr7+eyy67jMLCwrptr7zyCrZtc95553H88cfzxBNP7NPPTERkb6iQIyIiIiJhobKykmeeeYY77riDsWPHcssttwBw/PHHM2HCBJYvX87ChQvrGs9mZWUBMGLECAYOHFjvA/eunHzy/2/v/kKzLBs4jv/MZgdW+GdpGGWLisiIzaKGB03QsoZRSf+I9kpBUnRS5kEdWQgR9McoYhEEUWJZEoUR0UoX1ixpazMrtRLxX9Mtt8JS2mTvwdjDdFvv+2owb97P52zPc+95rue+n5Pny3Xd17/S2NiYffv2pa+vL52dnUOCT5KsWrUqV199dZJkwoQJ+fTTT1NVVTXkuDVr1qSioqK0NOzWW2/Ntm3b0tLSMuTYwcunmpqacvDgwVxwwQVJkssvv/yo4xYuXJg333wzSbJz587/6ea9F198caZPn56zzz47kydPTkdHR8aNG5fy8vJUV1enoqIitbW1xz32X3/9Nfv3789pp52WpP++OIcPHz7q+JqamtK9fzo7O0/oXB2PysrKlJeXZ8aMGenp6Ul3d3fa2tqyb9++vPHGG3nttdcyZcqUo5b0DVi5cmVmzpxZumn04Gtz/fXXZ9GiRenq6sqmTZtK38UTvWYAg9m1CgCAQjjrrLOycOHCYR+vr69PRUVFqqqqSrs7DfzY/19+9J9zzjmpqanJihUrMmvWrFRXVw973N69e4/6IT4QjY61Y8eO9PT0lP6eMGFCzjjjjOzfv/9vx7F169aMHz9+xOdra2vzzDPPZP369Wlra8ttt932t683klNPPTVHjhxJ0n+eBp+r4x375MmTM2PGjHz55ZeZM2dOdu3alRtuuGHYY8eOHZve3t4Ter8TMRBqent7097engkTJvzHWTJbt24dMcJMnDgx77zzTs4888xceeWV+eijj0rP/VPXDMCMHAAACu3xxx/P9OnTs2DBgiFLoI7HwoULs2rVqqxZsyZz584d9pgpU6Zk/fr1pb+PHDmS1tbWIcdNmzYt27dvP+qxvr6+0kybMWPGDHtvndNPPz27du0acRvzsrKy3HXXXXn11VfT0dEx7Kyh/9ZINwk+3rGPGTMmS5cuTVNTU95+++3U1tZm/vz5/3Ecx/t+/4S+vr6Ul5enpaWlNEMo6V+Cdazx48fn559/HvZ1XnrppfT09OTuu+8eEuL+yWsG/H8TcgAAOOn19vaO+CP+hx9+SFdXVw4dOpSWlpYcPnw4u3btKj0/+P/Kysry22+/5fDhw9m9e3cpYgyOGVdccUXOO++8jBs3bsQwNH/+/DQ1NWX58uXZtGlTnnzyydJW5n19faXXu+WWW9Le3p7m5uYkyfbt23PRRRflkksuSZKUl5enubk53d3daWhoyO+//55Dhw6lpqYmf/31V1555ZUkye7du5PkqBsW33HHHfnmm29KS7yGM9LnHWzwYwOzc05k7Eny1FNP5aabbkpVVVUuvfTSo5ZWHTuGEz1Xgz/ncIGlrKws3d3dOXDgQLq6ukY8B5WVlZk0aVIWLVqUxsbGvP/++9m8efOQY+fNm5fPP/88GzZsSNJ/bbq6utLT01P6Lvb09GTjxo1DvovDXbPVq1cPe38lgJEIOQAAnNS++uqrNDY2Ztu2bfnggw+GzFKpq6vLyy+/nMWLF+eaa67Jnj178tNPP2XFihVJktdff720C9VVV12VgwcPZvHixZk0aVJpV6GBe5cMmDdvXhYsWDDimGbNmpXHHnssq1evzpIlSzJnzpyUl5dn79692bBhQ1pbW7Nly5ZMnTo1L774Yp5++uk8++yzWblyZV544YXS6zz00ENZtmxZHn300VRXV+fcc8/NunXrMnXq1Cxfvjzvvvtubr/99rS0tOT888/P2rVrS/87adKkXHvttSPOGjr28/75559pamrKt99+my1btuSzzz5LZ2dnGhoa0tzcnNbW1qxbty5btmxJkuMee9K/q9h9992Xm2++OfPmzUt1dXWampryySefpKOjIx9//HH27NmThoaGdHR05Isvvjih97vxxhuzbNmy7NixY8g5mD17dtra2vL888+nvb09ra2t2bhxY3bu3JnVq1cn6b8/z9ixY1NfX59TTjklS5YsSXNz87DLn6677ro8+OCDeeSRR3L//fenu7s7EydOzNdff50777wzH374Ye65555UVlamr6+vFHxGumZr165NW1vbiNcQ4Fhj+kaaSwkAAP+nnnjiiSxdunS0h/G3/vjjj9TX12fJkiWjPZSj/PLLL3nvvffywAMPJOmfEbVv37689dZbefjhh0d5dKPrZL1mQLG42TEAAKR/t6WBmRkDy3lORt999102b96c77//PnV1daM9nCEGtvM+ePBgaRv3pqam1NTUjPLIRs/Jfs2AYrG0CgAA0r8TVX19fX788ceTekeh1tbWPPfcc7nsssty4YUXjvZwhqirq8uBAwcyd+7czJ49O/fee2+mTZuWmTNnjvbQRs3Jfs2AYrG0CgAAAKAgzMgBAAAAKAghBwAAAKAghBwAAACAghByAAAAAApCyAEAAAAoCCEHAAAAoCCEHAAAAICCEHIAAAAACkLIAQAAACgIIQcAAACgIIQcAAAAgIIQcgAAAAAKQsgBAAAAKAghBwAAAKAghBwAAACAghByAAAAAApCyAEAAAAoCCEHAAAAoCCEHAAAAICCEHIAAAAACkLIAQAAACgIIQcAAACgIIQcAAAAgIIQcgAAAAAKQsgBAAAAKAghBwAAAKAghBwAAACAghByAAAAAApCyAEAAAAoCCEHAAAAoCCEHAAAAICCEHIAAAAACkLIAQAAACgIIQcAAACgIIQcAAAAgIIQcgAAAAAKQsgBAAAAKAghBwAAAKAghBwAAACAghByAAAAAApCyAEAAAAoCCEHAAAAoCCEHAAAAICCEHIAAAAACkLIAQAAACgIIQcAAACgIIQcAAAAgIIQcgAAAAAKQsgBAAAAKAghBwAAAKAghBwAAACAghByAAAAAApCyAEAAAAoCCEHAAAAoCCEHAAAAICCEHIAAAAACkLIAQAAACgIIQcAAACgIIQcAAAAgIIQcgAAAAAKQsgBAAAAKAghBwAAAKAghBwAAACAgvg3Iu839VES4vUAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Formatted Date', 'Summary', 'Precip Type', 'Temperature (C)',\n",
      "       'Apparent Temperature (C)', 'Humidity', 'Wind Speed (km/h)',\n",
      "       'Wind Bearing (degrees)', 'Visibility (km)', 'Pressure (millibars)',\n",
      "       'Daily Summary'],\n",
      "      dtype='object')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 82
  },
  {
   "metadata": {},
   "cell_type": "code",
   "source": [
    "# 查看缺失值\n",
    "wt_missing =df.isna().sum()\n",
    "wt_missing "
   ],
   "id": "2fb46a916b1d64f4",
   "outputs": [],
   "execution_count": null
  },
  {
   "metadata": {},
   "cell_type": "code",
   "source": [
    "# 计算缺失值的百分比\n",
    "t_cells = np.product(df.shape)\n",
    "t_missing = wt_missing.sum()\n",
    "percent_missing = (t_missing/t_cells) * 100\n",
    "print(percent_missing)"
   ],
   "id": "ab22f6dbca3502ea",
   "outputs": [],
   "execution_count": null
  },
  {
   "metadata": {},
   "cell_type": "code",
   "source": [
    "# 删除缺失值\n",
    "df['Precip Type'].fillna(df['Precip Type'].value_counts().index[0],inplace=True)\n",
    "df.isna().sum()"
   ],
   "id": "c2fea08965bf3774",
   "outputs": [],
   "execution_count": null
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-21T10:53:37.041972Z",
     "start_time": "2024-10-21T10:53:26.790448Z"
    }
   },
   "cell_type": "code",
   "source": [
    "df['day_of_year']=df['Formatted Date'].dt.dayofyear\n",
    "df['year']=df['Formatted Date'].dt.year\n",
    "numeric_cols=['Temperature (C)','Apparent Temperature (C)','Humidity','Wind Speed (km/h)','Wind Bearing (degrees)','Visibility (km)','Loud Cover','Pressure (millibars)']\n",
    "df_daily = df.groupby(df['Formatted Date'].dt.date)[numeric_cols].mean().reset_index()\n",
    "df_daily['day_of_year'] = pd.to_datetime(df_daily['Formatted Date']).dt.dayofyear\n",
    "\n",
    "fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(18, 8))\n",
    "# 温度折线图，一年一条折线，一条折线上有365个点，每个点代表一天的平均温度\n",
    "sns.lineplot(data=df,x='day_of_year',y='Temperature (C)',hue='year',ax=axes[0])\n",
    "axes[0].set_title('每年的气温变化情况')\n",
    "axes[0].set_xlabel('day')\n",
    "axes[0].set_ylabel('℃')\n",
    "axes[0].legend(title='年份')\n",
    "\n",
    "# 湿度折线图，一年一条折线，一条折线上有365个点，每个点代表一天的平均温度\n",
    "sns.lineplot(data=df,x='day_of_year',y='Hi (C)',hue='year',ax=axes[0])\n",
    "axes[0].set_title('每年的气温变化情况')\n",
    "axes[0].set_xlabel('day')\n",
    "axes[0].set_ylabel('℃')\n",
    "axes[0].legend(title='年份')\n",
    "\n",
    "df.head()"
   ],
   "id": "c9e16cac19e6ce0b",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "KeyboardInterrupt\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1800x800 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 77
  },
  {
   "metadata": {},
   "cell_type": "code",
   "source": "",
   "id": "a3cac84514fd855c",
   "outputs": [],
   "execution_count": null
  },
  {
   "metadata": {},
   "cell_type": "code",
   "source": "",
   "id": "2e1482388432135b",
   "outputs": [],
   "execution_count": null
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "dm",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
